{
 "cells": [
  {
   "cell_type": "markdown",
   "source": [
    "## 六种传统机器学习模型性能对比"
   ],
   "metadata": {
    "collapsed": false
   },
   "id": "e6403320b684e06d"
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "initial_id",
   "metadata": {
    "collapsed": true,
    "ExecuteTime": {
     "end_time": "2025-06-03T02:41:23.140512Z",
     "start_time": "2025-06-03T02:41:22.689886Z"
    }
   },
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import time\n",
    "import seaborn as sns\n",
    "from sklearn.preprocessing import StandardScaler\n",
    "from sklearn.decomposition import PCA\n",
    "from sklearn.metrics import accuracy_score, confusion_matrix, precision_recall_fscore_support\n",
    "from skimage.feature import hog\n",
    "from sklearn.linear_model import LogisticRegression\n",
    "from sklearn.svm import SVC\n",
    "from sklearn.tree import DecisionTreeClassifier\n",
    "from sklearn.ensemble import RandomForestClassifier\n",
    "from sklearn.neighbors import KNeighborsClassifier\n",
    "from sklearn.naive_bayes import GaussianNB\n",
    "import matplotlib.pyplot as plt\n",
    "import pickle\n",
    "import os\n",
    "import gzip"
   ]
  },
  {
   "cell_type": "code",
   "outputs": [],
   "source": [
    "# 数据集路径\n",
    "mnist_data_dir = r'D:\\Machine_learning\\jiqixuexi\\mnist\\mnist\\MNIST\\raw'\n",
    "cifar10_data_dir = r'D:\\Machine_learning\\jiqixuexi\\cifar-10-python\\cifar-10-batches-py'\n",
    "\n",
    "# 加载 MNIST 数据集\n",
    "def load_mnist(data_dir):\n",
    "    # 加载训练数据\n",
    "    with gzip.open(os.path.join(data_dir, 'train-images-idx3-ubyte.gz'), 'rb') as f:\n",
    "        train_images = np.frombuffer(f.read(), np.uint8, offset=16).reshape(-1, 784)\n",
    "    with gzip.open(os.path.join(data_dir, 'train-labels-idx1-ubyte.gz'), 'rb') as f:\n",
    "        train_labels = np.frombuffer(f.read(), np.uint8, offset=8)\n",
    "\n",
    "    # 加载测试数据\n",
    "    with gzip.open(os.path.join(data_dir, 't10k-images-idx3-ubyte.gz'), 'rb') as f:\n",
    "        test_images = np.frombuffer(f.read(), np.uint8, offset=16).reshape(-1, 784)\n",
    "    with gzip.open(os.path.join(data_dir, 't10k-labels-idx1-ubyte.gz'), 'rb') as f:\n",
    "        test_labels = np.frombuffer(f.read(), np.uint8, offset=8)\n",
    "\n",
    "    # 归一化数据\n",
    "    train_images = train_images / 255.0\n",
    "    test_images = test_images / 255.0\n",
    "\n",
    "    return train_images, test_images, train_labels, test_labels\n",
    "\n",
    "\n",
    "# 加载 CIFAR-10 数据集\n",
    "def load_cifar10(data_dir):\n",
    "    # 加载 CIFAR-10 数据集的函数\n",
    "    def unpickle(file):\n",
    "        with open(file, 'rb') as fo:\n",
    "            dict = pickle.load(fo, encoding='bytes')\n",
    "        return dict\n",
    "\n",
    "    # 加载训练数据\n",
    "    train_data = []\n",
    "    train_labels = []\n",
    "    for i in range(1, 6):\n",
    "        batch_file = os.path.join(data_dir, f'data_batch_{i}')\n",
    "        batch = unpickle(batch_file)\n",
    "        train_data.append(batch[b'data'])\n",
    "        train_labels.extend(batch[b'labels'])\n",
    "    train_data = np.array(train_data).reshape(-1, 3072)\n",
    "    train_labels = np.array(train_labels)\n",
    "\n",
    "    # 加载测试数据\n",
    "    test_file = os.path.join(data_dir, 'test_batch')\n",
    "    test_batch = unpickle(test_file)\n",
    "    test_data = np.array(test_batch[b'data'])\n",
    "    test_labels = np.array(test_batch[b'labels'])\n",
    "\n",
    "    # 归一化数据\n",
    "    train_data = train_data / 255.0\n",
    "    test_data = test_data / 255.0\n",
    "\n",
    "    return train_data, test_data, train_labels, test_labels\n",
    "\n",
    "# 特征工程\n",
    "def extract_hog_features(X, pixels_per_cell=(8, 8), orientations=8):\n",
    "    # 提取 HOG 特征的函数\n",
    "    X_reshaped = X.reshape(-1, 28 if X.shape[1] == 784 else 32, 28 if X.shape[1] == 784 else 32, 1 if X.shape[1] == 784 else 3)\n",
    "    hog_features = []\n",
    "    for img in X_reshaped:\n",
    "        hog_feat = hog(img, orientations=orientations, pixels_per_cell=pixels_per_cell, cells_per_block=(2, 2), channel_axis=-1)\n",
    "        hog_features.append(hog_feat)\n",
    "    return np.array(hog_features)\n",
    "\n",
    "def extract_color_histogram(X, bins=16):\n",
    "    # 提取色彩直方图特征的函数\n",
    "    X_reshaped = X.reshape(-1, 32, 32, 3)\n",
    "    histograms = []\n",
    "    for img in X_reshaped:\n",
    "        hist_r, _ = np.histogram(img[:, :, 0], bins=bins, range=(0, 1))\n",
    "        hist_g, _ = np.histogram(img[:, :, 1], bins=bins, range=(0, 1))\n",
    "        hist_b, _ = np.histogram(img[:, :, 2], bins=bins, range=(0, 1))\n",
    "        histograms.append(np.concatenate([hist_r, hist_g, hist_b]))\n",
    "    return np.array(histograms)\n",
    "\n",
    "def apply_pca(X, variance_ratio=0.95):\n",
    "    # 应用 PCA 降维的函数\n",
    "    pca = PCA(n_components=variance_ratio, svd_solver='full')\n",
    "    X_pca = pca.fit_transform(X)\n",
    "    return X_pca, pca"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2025-06-03T02:44:08.972162Z",
     "start_time": "2025-06-03T02:44:08.954985Z"
    }
   },
   "id": "d2e61f58d7fe26b8",
   "execution_count": 2
  },
  {
   "cell_type": "code",
   "outputs": [],
   "source": [
    "# 定义模型\n",
    "models = {\n",
    "    'Logistic Regression':LogisticRegression(solver='saga', tol=1e-4, max_iter=2000),\n",
    "    'SVM': SVC(kernel='rbf'),\n",
    "    'Decision Tree': DecisionTreeClassifier(max_depth=10),\n",
    "    'Random Forest': RandomForestClassifier(n_estimators=100),\n",
    "    'KNN': KNeighborsClassifier(n_neighbors=5),\n",
    "    'Naive Bayes': GaussianNB()\n",
    "}\n",
    "\n",
    "# 训练和评估函数\n",
    "def train_and_evaluate(X_train, X_test, y_train, y_test, feature_type, dataset_name):\n",
    "    # 训练和评估模型的函数\n",
    "    results = []\n",
    "    scaler = StandardScaler()\n",
    "    X_train_scaled = scaler.fit_transform(X_train)\n",
    "    X_test_scaled = scaler.transform(X_test)\n",
    "\n",
    "    svm_cm = None\n",
    "    for name, model in models.items():\n",
    "        start_time = time.time()\n",
    "        model.fit(X_train_scaled, y_train)\n",
    "        train_time = time.time() - start_time\n",
    "\n",
    "        start_time = time.time()\n",
    "        y_pred = model.predict(X_test_scaled)\n",
    "        inference_time = time.time() - start_time\n",
    "        accuracy = accuracy_score(y_test, y_pred)\n",
    "        precision, recall, f1, _ = precision_recall_fscore_support(y_test, y_pred, average='macro')\n",
    "\n",
    "        results.append({\n",
    "            'Model': name,\n",
    "            'Dataset': dataset_name,\n",
    "            'Feature Type': feature_type,\n",
    "            'Accuracy (%)': accuracy * 100,\n",
    "            'Training Time (s)': train_time,\n",
    "            'Inference Time (s)': inference_time,\n",
    "            'Precision (%)': precision * 100,\n",
    "            'Recall (%)': recall * 100,\n",
    "            'F1-score (%)': f1 * 100\n",
    "        })\n",
    "        if name == 'SVM':\n",
    "            svm_cm = confusion_matrix(y_test, y_pred)\n",
    "    return results, svm_cm"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2025-06-03T02:44:17.950876Z",
     "start_time": "2025-06-03T02:44:17.941486Z"
    }
   },
   "id": "7db2aba7289930cb",
   "execution_count": 3
  },
  {
   "cell_type": "code",
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "D:\\Python data analysis\\anaconda\\Lib\\site-packages\\sklearn\\linear_model\\_sag.py:348: ConvergenceWarning: The max_iter was reached which means the coef_ did not converge\n",
      "  warnings.warn(\n"
     ]
    },
    {
     "data": {
      "text/plain": "<Figure size 800x600 with 2 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": "<Figure size 800x600 with 2 Axes>",
      "image/png": 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8YmNjERUVhaioKPTr1y/fsAVNZWZmIikp6b0dpe+++07lRVKnTp1SqvrK5fJ8ld53vbv83c5gnm+++QYXL15Umrd161Z4eHhgzZo1yMrKAgCsWrUKT58+xXfffadyO/v37893ZwFjY2P4+Phg9uzZAKBUqdTE3r170aBBA0gkErx8+RIA8OWXX+LQoUMICgpCqVKllNavWLEicnNz8fjxY8X7BZEhYEeR3svKygodO3ZUjHu6fv06Jk2ahB9++AGdOnVSVMOaNGkCe3t7REREoH79+vjjjz/w5MkTlaed87Ru3Rpz5sxRnPo5cuQIfH191cpVsWJFAMhXlXhbcnIyLCwsUKJECaSmpsLGxibfH7m8U6tvj5V899SVpp3S95k2bRrKlSuHgwcPKv4ourq6YubMmfkqk69evYJcLoetrW2+7dja2uYb2/luJUwsFqt9H8PPP/8cNWrUwNGjR9GsWTMcPnwY3t7esLKyyrducnIyZs2apTjdWKVKFbi5uQH4+H0Ty5QpA5FI9NE8fn5+OHToEKpUqQIHB4cPrvtuZapLly5YsGDBBx8jEonQtm1bHD16FBMnTlScbvXy8sKTJ08+2oYZM2Zg/Pjx2Lhxo8qq0/tIJBL4+PgoxtTeu3cP06ZNw+bNm+Hv7w9nZ2e1t/WuvE6Oubm5yuWff/456tSpk2/+2+NdgTfH1e+//w6pVPre6mrebWbyxjBWrFgRp06dyldlCw4OVlxBfO3aNaUhHi4uLop/W1tbIz09XWU+AGjRooXiA5VIJIJEIkHFihWV8llbW8PCwgIPHz5UuQ3gzYebrKwsReXz5s2bilt9NWjQIN/64eHh+YYF5D2/7x5/RPqOYxRJyZMnT+Dt7Y3du3fnW1azZk2MGTMGWVlZSvclMzIygp+fH44cOYKcnBzs378ftWrVUpyGVMXGxgaNGjXC0aNH8e+//+LGjRv5Kn7vU6NGDdja2uLMmTPvXWf27Nlo0qQJpFIprKys8OLFi3zjn/Juh/K+07+aeLea8W5Fz9TUFEOHDsWRI0dw8uRJzJw5E4mJiRg/fny+bVlaWkIkEikuKnrbs2fP8p3m+1Tt27fHiRMnkJWVhaNHj773FOaECRNw5coVbN68GX/++SeOHDmidBr6U0mlUgQHB8PZ2RkJCQkfvSXNmjVrsGfPHsU0YsQItX5P+/bt8eDBA1y9ehWHDx9G69atFafdP6Zjx46K0/9379794Lq5ublo2bIlVqxYkW9ZlSpVFM/dx7bzMXmv37wOY0G1bNkSOTk5OHHixHvXyRvfmXehUqtWrSCXyxW3+clTrVo11KlTB3Xq1MHnn39e4EzW1taK7dSuXRsODg4qO7He3t6IiYlReW9F4M3FZZ6enrh06RIAYM+ePZBIJAgNDcXWrVuVJgcHB5UV47zbbRXG+wWRLmFHkZTY2trC2NgY27dvV/mm+/fff6NEiRL5xpp17doVKSkpOHfuHH777Te17o+Xd/Xz7t274e7ujnLlyqmVUSwWo2/fvjh16pTK+zHGxcXht99+Q5s2bWBmZoaGDRsiNzc3370B8y7AyauKFVTJkiUV4ybzvH3aTSqVok2bNoqrnCtUqIBevXqhQ4cO+R4HvKlc1K5dG4cPH1bqgL569QqnTp365LzvateuHV6+fInVq1cjNTX1vTc7v3DhAtq0aYNGjRopTgnnddbzKq5vnyrX1JIlS/Dw4UPFuNGVK1cqjVd7V94NmPMmdceo1atXDxUrVkRERAR+++03tS6getvs2bNhbm6uuLH1+xgZGcHOzg579+7Fixcv8i3PuyDjU6qJwJsPIWXLli3wja3zeHl5wc3NDQsXLlRZrb969So2bNiA9u3bK4aIeHp6omHDhli8eLHKOx8A+SuXRaF///5ISUlRuU+SkpKwYcMGVKlSBfXq1UNWVhYiIiLQsmVLeHp6wsPDQ2ny9/dHQkICYmNjlbbz+PFjGBkZKYajEBkKnnomJUZGRpg9ezaGDx+Orl27olevXnBwcEBmZiZ+//13hIWFYfTo0flOTVapUgUNGjTA/PnzkZubq9ZtOnx8fDBr1ixs2bJF48pU3759ERcXh1GjRqFbt25o3rw5xGIx4uPj8fPPP8PJyQmTJ08GADRt2hQeHh6YNWsWnj59ipo1ayI2Nhbr169Hly5dPnm8UYsWLRASEoK1a9eiXr16OHXqlNItXczMzFCrVi2sXLkSJiYmcHFxwT///IPw8HCVF/sAwPjx4zFgwAAMHDgQ33zzDbKzs7Fu3TpkZWWpXTlTV+XKlVGnTh1s2LABPj4+sLCwULneF198gYiICNSqVQvlypXDpUuXEBISApFIpBjDaWlpCeDNlcQODg5qn56Ni4vDzz//jDFjxqBatWoYOXIkjh07hilTpmDXrl1qV/zU1bZtW2zduhXW1tZo2LChRo+1tbXFtGnTMHHixI+uO336dPTu3Rv+/v749ttvUaNGDchkMsTFxSE0NBQ9evQolPFuXl5e+cYEakosFmPJkiUYPHgw/P390adPH7i6ukImk+GPP/5AWFgYatasqTSeUCQSYenSpRg6dCj8/f3RrVs3NGrUCJaWlvj3338RGRmJmJgY1K1bV+X4448NFVBXvXr1MHr0aCxfvhwJCQno0qULbGxscOfOHWzatAnp6elYt24dRCIRTpw4gZSUlPd+QOjUqROWLl2KHTt2KL02Lly4AHd39/deWU2kr9hRpHyaN2+OXbt2YePGjVi7di2Sk5NhamqKmjVrYtmyZWjdurXKx3Xt2hWTJ0+Gn5+fosPwIaVKlYK3tzfOnj373g7T+5iYmGD16tXYuXMnDhw4gCNHjiArKwuVKlVCYGAgevfurejwiEQihISEYMWKFdi6dSuSk5NRqVIljB07Fv369dPo96oSGBiI5ORkbNq0CdnZ2WjevDmCg4MV364BAHPmzMHy5cuxadMmPHv2DGXKlEFAQABGjx6tcpuenp7YvHkzVqxYgXHjxsHU1BTu7u5YuHCh2lfcaqJ9+/a4evXqB6trCxYswNy5czF37lwAQNWqVfHdd9/h4MGDiI+PB/CmutqvXz/s3LkTp06dwu+///7R352RkYGgoCA4OztjwIABAN5UVWfNmoXBgwdjzZo1GDVqVCG08n/at2+PjRs3ol27dh+9AEaVTp064ejRo+/9hqE8tWvXxv79+xESEoJt27bh2bNnMDIygqOjI6ZOnfrBcbyaaNOmDSIiIvD06dMPfnvLx5QvXx47d+7EL7/8gsjISMVV9w4ODpgyZQoCAgJUjvX95ZdfsH//fkRERODQoUN4+fIlSpcujXr16mH16tVo2bKlWmNUP8XQoUNRs2ZNhIWFYf78+UhJSUG5cuXQtGlTDBkyRDGuct++fbCyskKTJk1UbsfOzg6NGzfG8ePHkZSUhDJlyuD169eIjY1VurMDkaEQydUd9U5ERMWSXC5H586d0aZNm/deTU8FFx4ejiVLluDEiRMfvI0SkT7iGEUiIh0nEokwYcIE/PLLL/m+fYQ+TW5uLjZt2oQRI0awk0gGiR1FIiI90LRpU7Rq1QohISFCR9Eru3fvhp2dnVo3sCfSRzz1TEREREQqsaJIRERERCqxo0hEREREKrGjSEREREQqsaNIRERERCrpxQ23zbtuEjpCoUje2V/oCERERFpjJmAvROJauN9y9bbMSyuLbNvaxooiEREREamkFxVFIiIiIo2IWCtTBzuKREREZHiK+PvH9QW700RERESkEiuKREREZHh46lktfJaIiIiISCVWFImIiMjwcIyiWlhRJCIiIiKVWFEkIiIiw8Mximrhs0REREREKrGiSERERIaHYxTVwo4iERERGR6eelYLnyUiIiIiUokVRSIiIjI8PPWsFlYUiYiIiEglVhSJiIjI8HCMolr4LBERERGRSgbfUXSuaIUDM1rj4dZeuLX2K0zqWhciEbBicGM83dZbaXq1qy8OzGidbxstv6iAV7v64rOyJQVogfqSk5PRsa0P4mJjhI5SIElJSRgzchi8G7mjmZcHFs0PRk5OjtCxCkyX94e+7At9aMetmzcROLAfmng2RMumXpgWNAkvXiQLHavAdPm4eJsut0Mfjgu1iERFN+kRg+4oWpgZ4+CMNnjwLB2Og3biyxmH0NXrcwQF1MOodX/A7pufFdPXi39FSkYWpoTGKm3D3lqC9SObwsioeD+Vly5ewLc9uyMx8b7QUQps0vgxkJibI+rkWYTt2IPo6PPYtjVU6FgFouv7Q1/2ha63QyqVYviQgahbzxW/nT6HfQcjkZqSgpnTpgodrUB0/bjIo+vt0PXjggqXYL2btLQ0PHnyBGlpaUJFQOPq9ihbygxjNpxHxuscJD5Lx6I9lzGoTXWl9cpYlsCm0c0wYWM0biSmKOaLRMCm0c0Q+ustLSfXzMH94QiaNAEjRo8VOkqB3b93D/FxsRg7fiIkEgkqVa6MwUOGYcf2MKGjaUzX94e+7At9aMfjRw/h7FIdgUOHw8TUFNbWNgjo1h0XL8QJHU1jun5c5NH1dujDcaE2kbjoJj2i1dbIZDJs2rQJLVu2RIMGDdC8eXM0aNAALVq0wKpVqyCXy7UZB0ZiEbJyZMjOkf0vo1wOextzWFuYKuZ937sBLiUkYefZv5UeHxRQD89eSrHl1ztay1wQjb28EXk0Cm3btRc6SoElJNyBlZU17OzsFfMcHBzw6NFDvHz5UsBkmtP1/aEv+0If2lH182pYHbIBRkZGinlRUcdQo2YtAVMVjK4fF3l0vR36cFyojaee1aLVq54XLFiA8+fPY8KECXB0dIREIkFmZibu3r2LNWvWICMjAxMnTtRanvM3n0KalYM537hj/q5LsLUyw9jOdQAAElMjpKQDVexK4uumDmg6JULpsd41y6FHMwd4TTwIm5IltJa5IGzLlhU6widLT0+HRCJRmmdm9ubnzIwMlCpVSohYBaLr+0Nf9oW+tCOPXC7HqhXLcfrUSWzesk3oOBrT9eMij663Q9+OC/p0Wu0oRkREYPfu3ahUqZLSfGdnZ9SpUwc9evTQakcxNSMLfsHHsaCvB26v646/H73C9tN34e5UFinpWQCAPi2dcf7WU1z593+Dw21LmWH9yCb4dukpvMrMLvYdRX0gkZhDKs1Umpf3s7mFhRCRDJa+7At9aQfwZijPzGlBuHH9GjZv2QYnZxehI5GO0qfj4qP07BRxUdFqRzEnJwd2dnYql5UuXRq5ubnajAMTYzGMxWK0m3VEMW9Qm+q4nvgCmVlvsnRuVAU/HvxL6XFf1quIslYSxRXQ4v8vM8cu9cPifVewJPyKllpgOBydnJCSkoKk589RxtYWAJCQkAD7cuVgaWkpcDrDoi/7Ql/akXj/PoYPHYTy5Stg+649sLEpLXQk0mH6clxQ4dFqd7phw4aYPn06nj9/rjQ/OTkZM2fOhIeHhzbjQATg4Mw26NPKCQDgWq0MJnWti1WR1wAApUuWQI3KNjh3/bHS43acSYBtz62o8G0YKnwbhobj9gMAGo7bz05iEalSpSpc67th0YJ5SE9Pw4MHiVi3djW6+AcIHc3g6Mu+0Id2vExNxaD+fVC3Xn2sWbeRnUT6ZPpwXKiNF7OoRasVxblz52L06NFo0qQJrKysYG5ujszMTKSkpMDNzQ0rVqzQZhxk5cjw1cITWNTXA4v6NcKz1EwsCb+CzSduAwCq2r+5L+LD5Ayt5iLVlixbgfnBc9C+dSuIxGL4dvLD4CHDhI5lkPRlX+h6O/aH78OjRw9x/NgRRB07qrQsOv6SQKlI1+n6cUGFSyTX9qXGAO7fv487d+4gPT0d5ubmcHJyQpUqVQq8PfOumwoxnXCSd/YXOgIREZHWmAn4RcKSFnOLbNuZJ2cU2ba1TZBd9Nlnn+Gzzz4T4lcTERERkZoE7MsTERERCUTPxhIWFXYUiYiIyPDo2Y2xiwq700RERESkEiuKREREZHh46lktfJaIiIiISCVWFImIiMjwcIyiWlhRJCIiIiKVWFEkIiIiw8Mximrhs0REREREKrGiSERERIaHYxTVwo4iERERGR6eelYLnyUiIiIiUokVRSIiIjI8PPWsFlYUiYiIiEglVhSJiIjI8HCMolr4LBERERGRSqwoEhERkeHhGEW16EVHMXlnf6EjFAqbBiOEjvDJXsStFDoCERERFRKeeiYiIiLDIxIX3VRAycnJ8PHxQUxMjGLe5cuX0a1bN7i6uqJly5bYvXu30mPCw8Ph4+ODevXqwd/fH5cuXVIsy83NxcKFC9G4cWO4urpi6NChePr0qUaZ2FEkIiIiw1PMOooXLlxA9+7dcf/+fcW81NRUDB48GH5+foiLi0NwcDDmz5+PK1euAABiYmIwd+5cLFiwAHFxcejUqROGDh2KzMxMAMCaNWvw+++/Y+/evTh79izMzMwwffp0jXKxo0hERERUiLKyspCWlqY0ZWVlvXf98PBwTJgwAWPHjlWaf/z4cVhbW6NXr14wNjaGp6cnfH19ERYWBgDYvXs3OnToADc3N5iYmKBv376wsbHB4cOHFcsHDRqE8uXLo2TJkpg2bRrOnDmDxMREtdvCjiIREREZHpGoyKaQkBC4ubkpTSEhIe+N4u3tjaioKLRv315p/p07d+Ds7Kw0z9HRETdv3gQA3L17973LX716hcePHystt7W1hZWVFW7duqX206QXF7MQERERFReBgYHo16+f0jxTU9P3rl+2bFmV89PT0yGRSJTmmZmZISMj46PL09PTAQDm5ub5luctUwc7ikRERGR4ivCG26amph/sGKpLIpHg1atXSvOkUiksLCwUy6VSab7lNjY2ig5k3nhFVY9XB089ExERERVDzs7OuHPnjtK8u3fvwsnJCQDg5OT03uVWVlawt7fH3bt3FcuePXuGlJSUfKerP4QdRSIiIjI8RThGsbD4+Pjg+fPnCA0NRXZ2NqKjoxEREYGuXbsCAAICAhAREYHo6GhkZ2cjNDQUSUlJ8PHxAQD4+/tjzZo1SExMRFpaGubNm4eGDRvis88+UzsDTz0TERERFUM2NjbYtGkTgoODsWLFCpQuXRrTp09Ho0aNAACenp6YNWsWZs+ejSdPnsDR0RHr16+HtbU1AGD48OHIyclBr169kJ6eDg8PDyxfvlyjDCK5XC4v5HZpnTRH6ASFg9/MQkREhsRMwHKVpMuGItt2ZvjAItu2trGiSERERIaH3/WsFo5RJCIiIiKVWFEkIiIigyNiRVEtrCgSERERkUqsKBIREZHBYUVRPawoEhEREZFKrCgSERGR4WFBUS2sKH5EUlISxowcBu9G7mjm5YFF84ORk1N8btxoa1MSfx2YhSZuTkrzPb74HC+il+Vbf8qgtrgRORtPzi5G7M4gdPmynmLZZ+VtsGd5IB6eXoRHZxZh19JBqFKhTFE3QWO5ubkY0Lc3ZkydInSUAinuryl1xESfR68e3dC4YX20bOqF+cFz833fqC7Qh32RJzk5GR3b+iAuNkboKAVy6+ZNBA7shyaeDdGyqRemBU3CixfJQsfSiD60AdCv44I+HTuKHzFp/BhIzM0RdfIswnbsQXT0eWzbGip0LACAZ91qOBU6Hg6flVWa/23nRohYPRxmJUyU5o/o2RzfdmoEv5FrYN9kImavisDGud/CvVYVAMAvPwzCw2epqNZ6Gqq1noZX6a+xfs43WmuPutauXomLF+KFjlFgxfk1pY7k5GSMHBaIr7p/jXPR8di5NxzxcbHYtGGd0NE0puv7Is+lixfwbc/uSEy8L3SUApFKpRg+ZCDq1nPFb6fPYd/BSKSmpGDmtKlCR1ObPrQhj74cFx8jEomKbNIn7Ch+wP179xAfF4ux4ydCIpGgUuXKGDxkGHZsDxM6Gnr5eiB0fl/MXhWhND9k9jfo7++F79cezvcY61LmmLfuCG798wQAcPjMX7j5zxN41qsGAGjZbynGLdwF6etslLIwg6VFCTx/kVb0jdFATPR5nIg6ji99WgsdpUCK82tKXaVLl8bJs3+gcxd/iEQipKSkIOv1a9jYlBY6mkb0YV8AwMH94QiaNAEjRo8VOkqBPX70EM4u1RE4dDhMTE1hbW2DgG7dcfFCnNDR1KYPbQD057hQBzuK6mFH8QMSEu7Aysoadnb2inkODg549OghXr58KWAy4MQf11HTdzb2HL+oNH/O6kg077MEl24k5nvM92sPY1vE/05LuXxuj5oO5XDxxpsqxOusHOTkyLA5uA/+Ph4Mt1pVMHtVZNE2RANJSUmYPXMaFixaAjMzidBxCqQ4v6Y0YWFREgDQulUzBPj5wrZsWXTu4i9wKs3oy75o7OWNyKNRaNuuvdBRCqzq59WwOmQDjIyMFPOioo6hRs1aAqbSjD60AdCf44IKDzuKH5Ceng6JRLlDktdByczIECKSwpOkV8jNleWb/9/TFLUe7/iZHfb/NBS/HI7D7xcTlJYNnbMdZb0mYO/xizi2fjRKlTQrjMifRCaTYeqUiejdpx9cqlcXOk6BFefXVEFEHD6OqJNnIBaLMWHsKKHjaERf9oVt2bIwNtaf6xLlcjlW/rgMp0+dxOSgaULHKRBdboO+HBfqYEVRPewofoBEYg6pNFNpXt7P5hYWQkQqFO2b1sbpreNx4LfLGPrd9nzLpa+zkSHNwpRl4bCQmKJ5A2cBUirbuD4EJUxN0bNXb6GjfBJ9e02ZmZnBzs4eY8ZNxO/nzuJlaqrQkdSmb/tCH6SlpWH8mFE4FBmBzVu2wcnZRehIGtP1NvC4oHdp/WNoXNzHx2s0aNBAC0k+ztHJCSkpKUh6/hxlbG0BAAkJCbAvVw6WlpYCpyuYKYPaYlyfLzHy+x3YefR/F4SYlTBBzI4pGDB9K+Kv3QMAGInFMBKLkfxS+E+RkREH8OzpU3g3cgcAZGa+ucL25G8ncC5ady5s0YfX1J+XLmLWjKnYs+8gTExNAQDZ2VkwMTHJV4kozvRhX+iTxPv3MXzoIJQvXwHbd+3RuTGvgH60wZCOC32r/BUVrXcUp02bhsTERMjlcpXLRSIRbty4oeVUqlWpUhWu9d2waME8zPxuDl68eIF1a1eji3+A0NEKZNQ3LTG6d0v4DFiOy7ceKC2Tvs7Gzb8fI3iMH3pO3ADp62wsmtAVd+4/RczlfwRK/D8HIo8q/Zx3a5y58xYIEafA9OE15ezsAmmmFMuXLcGYsePx7PkzLFm8EF38AxQdR12gD/tCX7xMTcWg/n3QwKMRvpsbDLFY90526UMbAB4XlJ/WO4o7duxAjx49MHbsWLRr107bv15jS5atwPzgOWjfuhVEYjF8O/lh8JBhQscqkKDBbWFhVgInNilfHblo4zEs3nQcg2dtw4LxXXBx73TI5XKcir0NvxGrkZ2TK1Bi/aTrrylzCwusDtmARQvnoUUzL1iWtESHjr4YPHS40NE0puv7Ql/sD9+HR48e4vixI4g6pvyhMDr+kkCpNKMPbchjMMcFC4pqEcnfV9orQhcuXMDEiRNx4sSJQvnUJdWT+4DaNBghdIRP9iJupdARiIhIR5gJeB2WVc+fi2zbqdt1ezz92wTZRW5ubhg1ahRevHiBMmWK3zd/EBERkX7jGEX1CNaX9/PzE+pXExEREZEa9OfmW0RERERqYkVRPewoEhERkcFhR1E9unn9PhEREREVOVYUiYiIyOCwoqgeVhSJiIiISCVWFImIiMjwsKCoFlYUiYiIiEglVhSJiIjI4HCMonpYUSQiIiIilVhRJCIiIoPDiqJ62FEkIiIig8OOonp46pmIiIiIVGJFkYiIiAwPC4pqYUWRiIiIiFRiRZGIiIgMDscoqocVRSIiIiJSiRXFYuRF3EqhI3wym84rhI5QKJL3jxI6QqHgB2YqTHK50AnobTy+Pw0riuphRZGIiIiIVGJFkYiIiAwOK4rqYUeRiIiIDA47iurhqWciIiIiUokVRSIiIjI8LCiqhRVFIiIiIlKJFUUiIiIyOByjqB5WFImIiIhIJVYUiYiIyOCwoqgeVhSJiIiISCVWFImIiMjgsKKoHnYUiYiIyPCwn6gWnnomIiIiIpVYUSQiIiKDw1PP6mFFkYiIiIhUYkWRiIiIDA4riuphRZGIiIiIVGJF8SNu3byJpT8sxPVr12BiYgJPLy9MmDQFNjalhY6mtuLeBttSEpxa0g1DV/yKs1f/AwA0cLHHksBmqPFZaTxPzcSCnXHYcvy64jG9WlVHUI+GKFfaAjcTkzF+7WnE3HwMAChlbor5A7zRsVE1iEUiHI79B5PWn0FqepYg7XvXsSOHMXXKBJiallDMa9nqSwQvWCxgKs0U99eUupKSkjB39gzEx8XCyMgIHTp2wriJk2FsrDtvjfrQhkORB/H9d7OU5mVnZ0MkAuIu/SVQqoLRh+NbH15T6mBFUT2sKH6AVCrF8CEDUbeeK347fQ77DkYiNSUFM6dNFTqa2op7GzxrlMepJd3gUMFaMc+6ZAmEz+6EsF9votxXIRjy469YNKgp3J3tAQBN6lTE0iHNMWhpFMp9FYKdp25h90xfSEq8eRNbN/ZL1PncFl6jd6B6/1CYGouxc3pHIZqn0rW/rqKDb2ecj7ukmHTpj0hxf01pYtL4MZCYmyPq5FmE7diD6Ojz2LY1VOhYGtGHNnTo2EnpeNgfeRQ2NtaYPSdY6Gga0/XjG9CP1xQVHnYUP+Dxo4dwdqmOwKHDYWJqCmtrGwR0646LF+KEjqa24tyGXq2qI3RSG8zeel5pvl9jRyS/kiLk0BXkyuQ4feUBdpy8icAOXwAA+rWphd1nbuP8jUfIyZXhp/1/IullJgKaOEFSwhgdPaohaOM5PHiehnRpNiZvOItmX1SCS2UbIZqZz7VrV1GzVm2hYxRYcX5NaeL+vXuIj4vF2PETIZFIUKlyZQweMgw7tocJHU1t+tCGd8nlckwPmgjvps3Rwbez0HE0puvHtz6+pt5HJBIV2aRP2FH8gKqfV8PqkA0wMjJSzIuKOoYaNWsJmEozxbkNJy7eR80BW7Dn7B2l+TWrlMa1f5OU5t1MTEadarYAgBqflcG1f58rL7+fjC8+t4X4/w/SjNfZimUy2Zv/u1QSvqMok8lw4/o1nD1zCu18WqB1q6aYM3sGXqamCh1NbcX5NaWJhIQ7sLKyhp2dvWKeg4MDHj16iJcvXwqYTH360IZ3HYo4gIS7dzFh0hSho2hMH45vfXxNvZeoCCc9otWO4osXLzBkyBA0aNAAffv2xd27d5WW169fX5txNCKXy7Hyx2U4feokJgdNEzpOgRS3Njx5kYFcmTzf/JISU6RLs5XmZbzOQUkzEwCApcQE6dKcfMst/v9xJy7dx3ffNoa9jTlKSkwwb4AXcnJlkJgKP77mRXIyqteoCR+fNth38DC2bNuB+/f+xdQpE4WOViDF7TWlifT0dEgkEqV5ZmZvfs7MyBAiksb0oQ1vk8lkWBeyBgMHD4GFRUmh42hMH45vfXtN0afTakdxwYIFkMvlWLhwIezs7NCrVy+lzqJcnr/TUBykpaVh/JhROBQZgc1btsHJ2UXoSBrTpTZkSLNhXsJEaZ55CWO8ynzTeUyXZsO8hHG+5WmZby5WGfDDcTx/mYmYn3rijx97IObGY6Smv8aLtNfaacAHlLG1xaYtYfDzD4BEIkH58hUwZtxE/H7uDNLT04SOpxFdek2pIpGYQyrNVJqX97O5hYUQkTSmD214W1xsDJ4/e4ou/gFCRykQfTi+9e019SE89awerXYUf//9dyxatAgtW7bEokWL0KNHDwQGBiL1/8vyxfHJTbx/Hz27d0V6ehq279qjc38MAd1rw7V7SahRRfnq2eqVS+P6vTeno6/fS0KNz95Z/llpXPv/5fY25hi39jSqfrMBXwz+Geeu/Qebkma4dPepdhrwAbdv3cSPy35Q+lCUnZ0FsVgMExNTAZNpRtdeU6o4OjkhJSUFSc//N4whISEB9uXKwdLSUsBk6tOHNrztRNQxtGzlA4m5udBRCkQfjm99e03Rp9NqRzE7OxslS/7vdMLYsWNRs2ZNjBs3DkDxqyi+TE3FoP59ULdefaxZt1Hnbv0B6GYbDvyRAHsbc4zoXA/GRmI0/aISerSoji1Rb26PsyXqOnq0qI6mX1SCsZEYIzrXg521OQ7+kQAACO7vhQUDvGFiLEb50hZYPrQ5dp2+hWepmR/6tVphZWWNHdvDELp5A3JycvDo0UMsW7IYnTp3gampbvwh0cXXlCpVqlSFa303LFowD+npaXjwIBHr1q7WqWqWPrThbX9evID6bg2EjlFg+nB869tr6kNYUVSPSK7F3ln//v1Rv359DB8+XPFEpqWlISAgAPXr18eRI0dw6dIljbf7znC1QrM1dDOWLF4AM4kEondGp0bHa55TCNpug03nFQV6XOahUWg9Za/iPor1He3wQ2BT1Kpqi+epmZi/IxbbTtxQrN+jhQumdG+AirYlceN+MsaHnEbcrScAgIplSuKnkS3gWaMCsnJyse/sHQRtOgdpVq7aeZL3jypQO9QRHxeLFcuXIuHubZiWKIG2bTtgzPiJKFGixMcfrKGieL/Sh+MiT9Lz55gfPAdxsTEQicXw7eSHMeMmKF2oU9xpsw1F/dfCs4ErFi9dDu8mzYr2FxUhXT++Ae2+pswEHDruMP5IkW07YUm7Itu2tmm1o3jz5k0MGjQINWrUwLp16xTz79+/jz59+uDx48e4cePGB7agWlF1FElzBe0oFjdF2VHUJj37YEsCK2YnfQyePhzfQnYUHScUXUfx7g/601HU6i6qXr06Tpw4gYcPHyrN/+yzz3DgwAHs27dPm3GIiIiI6AO03pcvUaIEPv/883zzS5Uqhb59+2o7DhERERkgfRtLWFSEv7EcERERkZaxn6gefjMLEREREanEiiIREREZHJ56Vg8rikRERESkEiuKREREZHBYUFQPK4pEREREpBIrikRERGRwxGKWFNXBiiIRERGRgK5du4ZevXrB3d0d3t7e+P7775GVlQUAuHz5Mrp16wZXV1e0bNkSu3fvVnpseHg4fHx8UK9ePfj7+xfoq5A/hB1FIiIiMjgiUdFNmpDJZAgMDESbNm0QGxuLPXv24Ny5c1i/fj1SU1MxePBg+Pn5IS4uDsHBwZg/fz6uXLkCAIiJicHcuXOxYMECxMXFoVOnThg6dCgyMzML7XliR5GIiIgMjkgkKrJJE6mpqXj27BlkMhnk//+F6mKxGBKJBMePH4e1tTV69eoFY2NjeHp6wtfXF2FhYQCA3bt3o0OHDnBzc4OJiQn69u0LGxsbHD58uNCeJ3YUiYiIiApRVlYW0tLSlKa8U8nvsrGxQd++fbFw4ULUqVMHzZo1Q9WqVdG3b1/cuXMHzs7OSus7Ojri5s2bAIC7d+9+cHlhYEeRiIiIDE5RnnoOCQmBm5ub0hQSEqIyh0wmg5mZGWbMmIE///wTkZGRSEhIwIoVK5Ceng6JRKK0vpmZGTIyMgDgo8sLA696JiIiIipEgYGB6Nevn9I8U1NTletGRUXh2LFjOHr0KADAyckJw4cPR3BwMHx9ffHq1Sul9aVSKSwsLAAAEokEUqk033IbG5vCago7ikRERGR4ivIr/ExNTd/bMXzXo0eP8p2WNjY2homJCZydnfH7778rLbt79y6cnJwAvOlU3rlzJ9/ypk2bfkJ6ZTz1TERERCQQb29vPHv2DGvXrkVubi4SExOxZs0a+Pr6wsfHB8+fP0doaCiys7MRHR2NiIgIdO3aFQAQEBCAiIgIREdHIzs7G6GhoUhKSoKPj0+h5RPJ8y6x0WHSHKETUB6bziuEjlAokvePEjpCoeBXVFFh0v2/FvpFH45vMwHPa9ad9WuRbfvyd600Wv+PP/7A8uXL8ffff8PS0hKdOnXC8OHDYWpqiqtXryI4OBi3b99G6dKlMWzYMPj7+ysee+DAAaxZswZPnjyBo6Mjpk+fjrp16xZaW9hRpEIl0/2XEwCg7NehQkcoFEk7+n18pWJOT15SevFHXV/oy/uUWA9eVOwoFn8co0hEREQGRw/62VrBjiIREREZnKK8mEWf8GIWIiIiIlKJFUUiIiIyOCwoqocVRSIiIiJSiRVFIiIiMjgco6geVhSJiIiISCVWFImIiMjgsKCoHlYUiYiIiEglVhSJiIjI4HCMonpYUSQiIiIilVhRJCIiIoPDgqJ62FEkIiIig8NTz+rhqWciIiIiUokVRSIiIjI4LCiqhxVFIiIiIlKJFUUiIiIyOByjqB5WFNWUnJyMjm19EBcbI3SUAtPVNiQnJ6NTu9aIfyv3iahj6N7VD94ebmjfuiVCVq+ETCYTMOX/OFewwoHprfHflp64uaYbJvp/AZEI+HGwJ578/I3S9HJnHxyY3lrx2MkBdXFtVQAebe2FmCWd4deoioAt+ThdfU3lOXbkMNzq1oRnA1fFNG3KRKFjFYiu74s8ubm5GNC3N2ZMnSJ0lAL55++/MWzwADTxbIB2X7bAhpC1xea9SVO6vi+ocLCiqIZLFy9gxtQpSEy8L3SUAtPVNvx58SJmTlPOff3aX5gRNBkLf1gG76bN8O8//2DksMGQmJvj2779BUwLWJgZ48CM1vj18n/4evFvKGNZAnuCvoSxkRij153H6HXnFeu2qlsBm8c0w5TQWADA8A410buFE/znReHWf6lo51YZP49rjsTnR3Dh7nOhmvReuvqaetu1v66ig29nzPl+vtBRPok+7Is8a1evxMUL8ahQoaLQUTSWkZGOYYED4dnYC0uW/4QXKS8wZvhQ5ObmIHDYCKHjaUyX94U6WFBUDyuKH3FwfziCJk3AiNFjhY5SYLrahoMHwhE0eQKGjxqjNP/hw//Q9avuaNq8BcRiMao5OKBFqy9x8UK8MEHf0ri6PcqWMsPYDdHIeJ2DxOfpWLT3Cga1dlFar4xlCWwc1QwTN8XgxoMUAIC1hSkW7P4Tt/5LBQAcuZCIW/+lwrO6nbab8VG6+pp617VrV1GzVm2hY3wSfdkXABATfR4noo7jS5/WH1+5GLp08SJeJCchaPoMSMzNUaFCRQwYPAS7d+6AXC4XOp5GdH1fUOERvKP46tUr5OTkCB3jvRp7eSPyaBTatmsvdJQC09U2NPbyRsSR42jzTu4vfdpgwqQgxc9SqRTnzpxGjZq1tB0xH7FYhKwcGbJz/neqSSaXw97GHNYWpop5c79xx6W/n2Pn2b8V84J3/Yltp+4qfnapaIUala1xKSFJO+E1oKuvqbfJZDLcuH4NZ8+cQjufFmjdqinmzJ6Bl6mpQkfTiD7sCwBISkrC7JnTsGDREpiZSYSOUyCy3FyYmJjA2NhEMU8sFiMp6TlevXwpYDLN6MO+UIdIJCqySZ9otaP4+vVrrFy5Etu3b4dUKsWgQYPQsGFD1K9fH3PnzkV2drY246jFtmxZGBvr9hl6XW2Dre3Hc6enp2HcqOEoUcIM33zbR0vJ3i/65lNIs3Iwp5cbJKZGqGxrgTGd3lSszEyNAABV7Eri66YOmBV24b3bcSxfCvum+mDHmQT8fuOJVrJrQldfU297kZyM6jVqwsenDfYdPIwt23bg/r1/MVXHxijqw76QyWSYOmUievfpB5fq1YWOU2D1XOujRAkzrFi+FJmZmXj48D9s2bwRACB9LRU4nXr0ZV+oQyQqukmfaPXdZfHixYiJiUFWVhaOHDkCkUiEnTt3IisrC4sWLcKaNWswatQobUYiHfbvP39jwtjRKFOmDNZv2gILi5JCR0JqRha6zIvC/D4NcSvkK/z9+BW2n06Au1NZpKZnAQC+bemE87ee4sq/ySq30c6tMtaNaIJtJ+8gaGucNuMblDK2tti0JUzxs0QiwZhxE9G751dIT08rFq8nQ7FxfQhKmJqiZ6/eQkf5JJalSmHl2nVYsmgB2n3ZHJU/q4KOnTrj2l9XYWlZSuh4atGXfUGFR6sdxaNHj2L//v1ITk5G586dcebMGZQtWxYAsGzZMnz77bfsKJJazp45jamTxqNL124YNXZ8samomBiLYSQWo/3so4p5A1u74HriC2Rm5QIAOntUxYqIv1Q+fnJAXYztXAejQv7ArnN/q1yHCsftWzdx5HAkRo0ZrzhVlJ2dBbFYDBMT0488mgpTZMQBPHv6FN6N3AEAmZlvqm8nfzuBc9HCjz1WV3Z2FnJzcrFu0xbFa2rXjl9QzcEREolunMLVl32hDn07RVxUtPrXNTMzE7a2trC1tYWdnR2srKwUy+zs7PDq1SttxiEddeXynxg/egSmzpgNP/+uQsdRIgJwcEZrTN0ah62/3UG9amUwqWtdzNv9JwCgdMkSqFHZGueuP8732JEda2GUby20mXkYl/9RXW2kwmNlZY0d28NQysoKvb/th2fPnmLZksXo1LkLTE3ZUdSmA5FHlX7Oux3L3HkLhIhTYHI5MDRwAMaOnwQ//664cf0aNq5fi8Chw4WOpjZ92RdUeLTaUXRwcMD+/fvh5+eH06dPK+bn5ORg6dKlqFOnjjbjkI7auD4EOTk5WDQ/GIvmByvmu7q5YdXa9QImA7JyZOi+8Fcs7NsQi/p54FlqJpbuv4rQE7cBAFXs35zOfJicke+xU7rVhUUJExyfo3xRwuLwK/hh35WiD29g7MuVw0+rQ7Bi+VJsCFkD0xIl0LZtB4wZr1tjFKn4MDU1xbIVq7Bk0Xz8sHAeSpcug779B8I/4Cuho5EKrCiqRyTX4jX758+fx5AhQ3D+/HmYm5sr5rdr1w6vX7/G+vXr4eDgoPF2pcX3ommDI9OxW0C8T9mvQ4WOUCiSdvQTOsIn05OXlN4NcNdl+vI+JdaDF5WZgKOGmi79vci2fWacV5FtW9u0uos8PT1x8uRJpU4iAMybNw8uLi755hMREREVBT3oZ2uF1vvypUuXzjfP1dVV2zGIiIiI6COKx6WiRERERFrEMYrqYUeRiIiIDA77ieoR/Cv8iIiIiKh4YkWRiIiIDA5PPauHFUUiIiIiUokVRSIiIjI4LCiqhxVFIiIiIlKJFUUiIiIyOPrwzTbawIoiEREREanEiiIREREZHBYU1cOOIhERERkc3h5HPTz1TEREREQqsaJIREREBkfMgqJaWFEkIiIiIpVYUSQiIiKDwzGK6mFFkYiIiIhUYkWRiIiIDA4LiuphR5EKlb7c6T5pRz+hIxQK+94/Cx3hkz35ubfQEQqFXC50gk+nJ4c3RNCPhsj04UWlJ/tCn7GjSERERAZHXz4wFDV2FImIiMjg8PY46uHFLERERESkEiuKREREZHB4exz1sKJIRERERCqxokhEREQGhwVF9bCiSEREREQqsaJIREREBkdf7vtb1FhRJCIiIiKVWFEkIiIig8OConrYUSQiIiKDw9vjqIennomIiIhIJVYUiYiIyOCwoKgeVhSJiIiISCVWFImIiMjg8PY46mFFkYiIiIhUYkdRDbm5uRjQtzdmTJ0idJQCuXXzJgIH9kMTz4Zo2dQL04Im4cWLZKFjaSwpKQljRg6DdyN3NPPywKL5wcjJyRE6lsZ0oR1OFUph35RWuLehO/76yR8T/GorxvMs7d8QT7f2xH+beyimvi2dFI/9umk1XFrWGQ83f41Twe3RwMlWoFaoLzk5GR3b+iAuNkboKBo5FHkQng1clSb3erXRwLW20NE0pi/vU8eOHIZb3ZpK+2TalIlCx1JbcnIyOrVrjfh3joXLf16CR/0vBEpVNERFOOkTdhTVsHb1Sly8EC90jAKRSqUYPmQg6tZzxW+nz2HfwUikpqRg5rSpQkfT2KTxYyAxN0fUybMI27EH0dHnsW1rqNCxNFbc22FRwhj7prTCg6R01Bi+F+2+O4YunlUxyf/NH4n6DrYYvSEaFfvtUEyhv90BAHjXsMeiPg0wZM0f+GzgDuw69w92TGgBiamRkE36oEsXL+Dbnt2RmHhf6Cga69CxE87HXVJM+yOPwsbGGrPnBAsdTSP69D517a+r6ODbWWm/BC9YLHQstfx58SL69uqhdCzI5XLs37cXwwYPQFZWloDpSCjsKH5ETPR5nIg6ji99WgsdpUAeP3oIZ5fqCBw6HCamprC2tkFAt+64eCFO6GgauX/vHuLjYjF2/ERIJBJUqlwZg4cMw47tYUJH04gutKNRdTuUtTLD+E2xyHidg8Tn6VgSfhUDvnSGqbEYNStb49LfSSof+21LR+w7fw8xt58hJ1eO1UduIOnVa/h7VtVuI9R0cH84giZNwIjRY4WO8snkcjmmB02Ed9Pm6ODbWeg4GtGX9ykAuHbtKmrW0r2K7sED4QiaPAHDR41Rmj97xlTs27sLQ4aPFCZYERKJREU26RN2FD8gKSkJs2dOw4JFS2BmJhE6ToFU/bwaVodsgJHR/yo6UVHHUKNmLQFTaS4h4Q6srKxhZ2evmOfg4IBHjx7i5cuXAibTjC60w0gsQlaODNm5MsU8mVwOe2sJ6lQpDRMjMaYF1MWdtQG4sLQzxvjWUpyWrlHJGtcSXyht79aDFNSuYqPNJqitsZc3Io9GoW279kJH+WSHIg4g4e5dTJike0Nk9OV9SiaT4cb1azh75hTa+bRA61ZNMWf2DLxMTRU62kc19vJGxJHjaPPOsTBsxGhsDduJGjVqCpSs6IhFRTfpk2LRUWzYsKHQEfKRyWSYOmUievfpB5fq1YWOUyjkcjlW/rgMp0+dxOSgaULH0Uh6ejokEuXOel7nPTMjQ4hIBaIL7Yi59RTSrFzM7uEKiakRKttaYFTHN3+wnSuWwrkbT7D22E3UGL4Xg1adQ2Db6hjZ4c0fkZJmxsh4rTzeMiMrFyVLFM8bLNiWLQtj4+KZTRMymQzrQtZg4OAhsLAoKXScT6LL71MvkpNRvUZN+Pi0wb6Dh7Fl2w7cv/cvpurAGEVbW9XHgn25cgKkoeJEq++QQUFBKudnZGQols2fP1+bkd5r4/oQlDA1Rc9evYWOUijS0tIwc1oQbly/hs1btsHJ2UXoSBqRSMwhlWYqzcv72dzCQohIBaIL7UjNyEbAwl8R/I07rq/sir+fvMIvZ/+Gm6Mt9kffwy9n/lasezEhCWuO3IC/Z1WsiLyO9Nc5kJgqv62Ymxoh6dVrbTfDoMTFxuD5s6fo4h8gdJRPouvvU2VsbbFpy/+GkUgkEowZNxG9e36F9PQ0ne/E6xt9O0VcVLTaUXzw4AEuXryI1q1bw8zMTDG/OO6syIgDePb0KbwbuQMAMjOlAICTv53AuWjdurAl8f59DB86COXLV8D2XXtgY1Na6Egac3RyQkpKCpKeP0cZ2zdX0SYkJMC+XDlYWloKnE59utAOEyMxjMVi+H4fpZg34Etn3HiQgpZfVICdlRk2/3pHsczUxAiZWW+qiDcSU1GjkpXS9lwqWeP4nw+1E95AnYg6hpatfCAxNxc6SoHpw/vU7Vs3ceRwJEaNGa/4u5adnQWxWAwTE1OB0xEVjFZPPW/ZsgWDBw/G3bt30bdvX8yfPx/z58+HRCJR/Lu4OBB5FH/EXsS56Hici45H+w4d0b5DR53rJL5MTcWg/n1Qt159rFm3USfffAGgSpWqcK3vhkUL5iE9PQ0PHiRi3drVOldB0YV2iERAeFAr9G7uCACo93lpjPerjTVHbkAEYF5vdzSr9eZ0VAMnWwxtW13Rcdx26i66eX2OJjXtYWwkwtB21WFnZYbION27oliX/HnxAuq7NRA6RoHpy/uUlZU1dmwPQ+jmDcjJycGjRw+xbMlidOrcBaam7CgWNyJR0U36RKsVRbFYjNGjR6Nhw4YYNmwY+vfvj169emkzgsHZH74Pjx49xPFjRxB17KjSsuj4SwKlKpgly1ZgfvActG/dCiKxGL6d/DB4yDChY2msuLcjK0eGr5ecwvze7pj/rTuev5RiecQ1bPntLgBg6s/xWNK/ISqUtsDT1EzM33MZu879AwA4fe0xxm+OxdL+HqhQxhw3H6Si64Lf8CKdt9UoSg8ePICdvZ3QMQpMX96n7MuVw0+rQ7Bi+VJsCFkD0xIl0LZtB4wZX/zHKBK9j0gul8uF+MVJSUmYNGkSSpQogdjYWMTHF7xSJy1e9yomKjbse/8sdIRP9uRn/RgnLMw7beHSl0qJPuwLAJBD9xtibiLci+rb7VeKbNtbe2p2c/KUlBTMmzcPp0+fhkwmQ4MGDTB79mzY2dnh8uXL+P7773H37l3Y2Nhg6NCh6Natm+Kx4eHhWL16NZ49e4Zq1aphxowZcHV1LbS2CHbVc5kyZbBhwwbUqVMHZcuWFSoGERERkaBGjhyJjIwMREVF4eTJkzAyMsKMGTOQmpqKwYMHw8/PD3FxcQgODsb8+fNx5cqbTm5MTAzmzp2LBQsWIC4uDp06dcLQoUORmZn5kd+oPkFvjyMSiTB06FAcOXJEyBhERERkYIrLfRT/+usvXL58GQsWLECpUqVQsmRJzJ07FxMmTMDx48dhbW2NXr16wdjYGJ6envD19UVY2Jur63fv3o0OHTrAzc0NJiYm6Nu3L2xsbHD48OHCe54KbUtEREREOqIov5klKysLaWlpStP7vgLxypUrcHR0xK5du+Dj4wNvb28sXLgQZcuWxZ07d+Ds7Ky0vqOjI27evAkAuHv37geXFwZ2FImIiIgKUUhICNzc3JSmkJAQleumpqbi1q1b+PfffxEeHo79+/fjyZMnmDx58nu+pMEMGf//BQ0fW14YdP8rCYiIiIg0VJSX0QQGBqJfv35K8953i6S8+dOmTUOJEiVQsmRJjBkzBl999RX8/f0hlUqV1pdKpbD4/y9okEgkKpfb2BTe16ayokhERERUiExNTVGyZEml6X0dRUdHR8hkMmRnZyvmyWQyAECNGjVw584dpfXv3r0LJycnAICTk9MHlxcGdhSJiIjI4IhFoiKbNNG4cWNUrlwZU6dORXp6OpKTk7Fs2TJ8+eWX6NixI54/f47Q0FBkZ2cjOjoaERER6Nq1KwAgICAAERERiI6ORnZ2NkJDQ5GUlAQfH5/Ce540fUBWVhaioqIQGhqKzMzMQh0wSURERGRITExM8PPPP8PIyAht2rRBmzZtUK5cOcybNw82NjbYtGkTjh49Cg8PD0yfPh3Tp09Ho0aNAACenp6YNWsWZs+ejYYNG+LQoUNYv349rK2tCy2fRjfcvn//Pvr374/s7Gy8fPkS+/btQ8eOHbFy5Uq0aNGi0EJpijfcJlKNN9wuPvThJs+84Xbxwhtuf5pBu/4qsm2v/6p2kW1b2zSqKAYHB8Pf3x+nTp2CsbExPv/8c3z//fdYsWJFUeUjIiIiIoFo1FH8888/MXDgQMV9ggCgc+fOSExMLJJwREREREWhKO+jqE806ihaWlri+fPnSvOePXsGKyurQg1FRERERMLTqKPo6+uLESNG4Pfff4dMJsOVK1cwYcIEdOjQoajyERERERU6kajoJn2i0Q23hw0bBqlUihEjRiAzMxO9e/dGQEAARowYUVT5iIiIiAqdprexMVQadRRNTEwwefJkTJ48GcnJybCxsdG7c/FERERE9IZGHcX9+/e/d5mfn98nRiEiIiLSDta51KNRR/Hd2+CkpqYiMzMTbm5u7CgSERER6RmNOoq//fab0s9yuRzr169HSkpKYWYiIiIiKlIcOqeeT/quZ5FIhAEDBuDAgQOFlYeIiIiIigmNKoqq/PPPP+yVk96R6cl3fOnD1985jz0odIRCcXtZJ6EjkJ7hVbuf5pMqZQZEo45i7969lTqF2dnZuHXrFjp14hsgERERkb7RqKPo4eGh9LNYLEbfvn3x5ZdfFmooIiIioqLEs6Hq0aij+OLFC4wdOxYlS5YsqjxERERERU7MfqJaNDpFHxERAYlEUlRZiIiIiKgY0aii2LVrV3z33Xfw9/dH2bJllcq2FSpUKPRwREREREWBFUX1qNVRvHDhAtzc3LB582YAwK5duxSdRLlcDpFIhBs3bhRdSiIiIiLSOrU6ioMGDcLFixfx66+/FnUeIiIioiLHi1nUo1ZHUf7/95SrWLFikYYhIiIiouJDrY4ie91ERESkTzhGUT1qdRQzMzPRqlWrD67D09JERERE+kWtjqKJiQlGjBhR1FmIiIiItIInS9WjVkfR2NgYXbp0KeosRERERFrB78pWj1o33M67mIWIiIiIDIdaFcVOnToVdQ4iIiIirdHoq+kMmFrP03fffVfUOYiIiIiomNHoK/yIiIiI9AGHKKqHlVciIiIiUokdxY+IiT6PXj26oXHD+mjZ1Avzg+dCKpUKHUsjSUlJGDNyGLwbuaOZlwcWzQ9GTk6O0LEKLDk5GR3b+iAuNkboKBpJTk5Gp3atEf9W7hNRx9C9qx+8PdzQvnVLhKxeCZlMJmBKzRT3fVG7khV2j/bC1YXtEP99a8zuWhumxm/e9qpXKIVfRnji+uL2uBDcBjO61ILRW3fgHdXGGedmt8K1Re1wbEpztK9XXqhmfJA+vEe9rbi/pj7kUORBeDZwVZrc69VGA9faQkfTyK2bNxE4sB+aeDZEy6ZemBY0CS9eJAsdq9CJRaIim/QJO4ofkJycjJHDAvFV969xLjoeO/eGIz4uFps2rBM6mkYmjR8Dibk5ok6eRdiOPYiOPo9tW0OFjlUgly5ewLc9uyMx8b7QUTTy58WL6Nurh1Lu69f+woygyRg+cjTOnI/DyjXrcfBAuM7sm+K+L0QiYPMQDxz+8yG+mHIEHX84g6Y1ymJIK0fYWJjilxGeOHfrGb6YfASdl5xBq9r2GNC8GgBgQPNq+KpRZfRdE4Nak45gceQNLO9dH3WrWAvbqHfoy3tUnuL+mvqYDh074XzcJcW0P/IobGysMXtOsNDR1CaVSjF8yEDUreeK306fw76DkUhNScHMaVOFjkYCEbyjmJGRgezsbKFjqFS6dGmcPPsHOnfxh0gkQkpKCrJev4aNTWmho6nt/r17iI+LxdjxEyGRSFCpcmUMHjIMO7aHCR1NYwf3hyNo0gSMGD1W6CgaOXggHEGTJ2D4qDFK8x8+/A9dv+qOps1bQCwWo5qDA1q0+hIXL8QLE1QDurAvrCQmsLcyg1gkQt7ne7kMyMzORYBHZfzzLB2rou4iRybHg+RM9Fp5HpGXHr55rLkJlh+9jbtP0gAAJ/56gjtPXsG9WvE69vXhPSqPLrymNCGXyzE9aCK8mzZHB9/OQsdR2+NHD+HsUh2BQ4fDxNQU1tY2COjWHRcvxAkdrdCJREU36ROtdhQnT56s+PfLly8xZMgQuLu7w9XVFTNnzkRWVpY246jFwqIkAKB1q2YI8POFbdmy6NzFX+BU6ktIuAMrK2vY2dkr5jk4OODRo4d4+fKlgMk019jLG5FHo9C2XXuho2iksZc3Io4cR5t3cn/p0wYTJgUpfpZKpTh35jRq1Kyl7Yga04V9kZKRjfW/JWB6l1q4u6wjYue2xt/P0rDhZALqVbHGrYcvMa/7F4gPbo2zM1uhS4NKeJSSCQBYevgW9sQkKrblaF8SzuUscfV+ikCteT9df4/KowuvKU0cijiAhLt3MWHSFKGjaKTq59WwOmQDjIyMFPOioo7pxPuSpsSiopv0iVY7ilFRUYp///DDD8jIyMDOnTsRGhqK27dv44cfftBmHI1EHD6OqJNnIBaLMWHsKKHjqC09PR0SiURpnpnZm58zMzKEiFRgtmXLwthY9y7Ut7X9eO709DSMGzUcJUqY4Ztv+2gpWcHpwr4QiQBpdi5m7L6K6hMO48vgk3AqZ4lx7V1gbW6Kbo0+w5/3XqDRjCgM3hiHXl5VMKiFQ77tfF7WAqFDPRAe/wCxCcV3nJauvkfl0YXXlLpkMhnWhazBwMFDFB15XSSXy7Hyx2U4feokJgdNEzoOCUSrHcW3v+HlzJkzWLRoEerUqQN3d3csXboUhw4d0mYcjZiZmcHOzh5jxk3E7+fO4mVqqtCR1CKRmEMqzVSal/ezuYWFEJHoHf/+8zf69Poaubm5WL9pi07/YSlO2n5RHu3qlce2c/8iK0eG249fYfmRW/i2yefIysnF5XsvsCs6ETkyOW789xKhZ/5Bx/oVlLbxZW17HBjfBEcvP8ak7ZcFaol6dPU9Sh/Fxcbg+bOn6OIfIHSUAktLS8P4MaNwKDICm7dsg5Ozi9CRCh0vZlGPVjuKoreePLFYDBsbG8XP9vb2xe5KvT8vXUTnjm2R/dYp8ezsLJiYmOSr0hVXjk5OSElJQdLz54p5CQkJsC9XDpaWlgImIwA4e+Y0en/9FRp7eWNVyAaUsrISOpLeqFBaorjCOU9OrhzZOTLceZyWb5mR+H9jGYE3Vz2v6OOGGbuv4vvwa1pIrDl9eI/SRyeijqFlKx9IzM2FjlIgiffvo2f3rkhPT8P2XXv0spNI6tNqR/H169eYOnUqtm/fDicnJ6UKYmhoKJycnLQZ56OcnV0gzZRi+bIlyM7KwsOH/2HJ4oXo4h8AE1NToeOppUqVqnCt74ZFC+YhPT0NDx4kYt3a1Tr9SVdfXLn8J8aPHoHxk4IwbuJkvTntVlycufEUdqXMMLy1E8Qi4LMy5hjZxhn74h5gZ/R9uFQohSGtHCEWAS7lLdGnyefYF/cAADCwRTUMaumAbj+ew4EL/wnckvfTh/coffTnxQuo79ZA6BgF8jI1FYP690HdevWxZt1GnbwwSl28mEU9Wv3LtHjxYly9ehVHjhzBtWvXkJGRAX9/fyxZsgTbtm3D+vXrtRnno8wtLLA6ZAMWLZyHFs28YFnSEh06+mLw0OFCR9PIkmUrMD94Dtq3bgWRWAzfTn4YPGSY0LEM3sb1IcjJycGi+cFYNP9/t89wdXPDqrXF61jQRXcep6F/SAwmdKiOIa0c8UqajfC4B1h+5Bayc+X46sffMc2vFoa3dkRmVi5+PvcvNp/+BwAwuq0LzEsYYc8Yb6Vtrjx+B6uO3xGiOSrpy3uUvnnw4AHs7O2EjlEg+8P34dGjhzh+7Aiijh1VWhYdf0mgVCQkkfztgYNaJJfLkZycjDJlyuDWrVuwtraGvb39xx+oglR37x1NxZRMmMOi0OnDWBnnsQeFjlAobi/rJHQE+n96cnjrReXKTMATKcG/3i2ybU9r5Vhk29Y2wXaRSCRCmTJlAAAuLhz/QERERFTccFAUERERGRzly9fofdhRJCIiIoOjbzfGLiqCf4UfERERERVPrCgSERGRwWFFUT2sKBIRERGRSqwoEhERkcER6cP9hbSAFUUiIiIiUokVRSIiIjI4HKOoHlYUiYiIiEglVhSJiIjI4HCIonrYUSQiIiKDI2ZPUS089UxEREREKrGiSERERAaHF7OohxVFIiIiIlKJFUUiIiIyOByiqB5WFImIiIhIJVYUiYiIyOCIwZKiOthRJFKBt00oPm4t7SR0hEJRrs82oSN8ssdbvhE6QqHg4U2kPnYUiYiIyODwA4N62FEkIiIig8Pb46iHF7MQERERkUqsKBIREZHB4Vh09bCiSEREREQqsaJIREREBocFRfWwokhEREREKrGiSERERAaHYxTVw4oiEREREanEiiIREREZHBYU1cOOIhERERkcnlJVD58nIiIiIlKJFUUiIiIyOCKee1YLK4pEREREpBIrikRERGRwWE9UDyuKRERERALLzc1F7969MWXKFMW8y5cvo1u3bnB1dUXLli2xe/dupceEh4fDx8cH9erVg7+/Py5dulToudhRJCIiIoMjFomKbCqIlStXIj4+XvFzamoqBg8eDD8/P8TFxSE4OBjz58/HlStXAAAxMTGYO3cuFixYgLi4OHTq1AlDhw5FZmZmoTw/edhRVENubi4G9O2NGVOnfHzlYujWzZsIHNgPTTwbomVTL0wLmoQXL5KFjqWxpKQkjBk5DN6N3NHMywOL5gcjJydH6FgFlpycjI5tfRAXGyN0lALT9WPj2JHDcKtbE54NXBXTtCkThY6Vj1P5Utg7uSXurfsKV3/sgvGda+e7B5y9tQS3V3dFz6bVlOZ/3aQaLi7pjP829sDJue3QwNFWi8nVpw/HN99rqaDOnz+P48ePo3Xr1op5x48fh7W1NXr16gVjY2N4enrC19cXYWFhAIDdu3ejQ4cOcHNzg4mJCfr27QsbGxscPny4ULOxo6iGtatX4uKF+I+vWAxJpVIMHzIQdeu54rfT57DvYCRSU1Iwc9pUoaNpbNL4MZCYmyPq5FmE7diD6Ojz2LY1VOhYBXLp4gV827M7EhPvCx3lk+jysQEA1/66ig6+nXE+7pJiCl6wWOhYSixKGGPflJZ4kJSOGiP3ov3c4/BvVAWTutRRrCMSAeuHeaGMZQmlx3rXsMfCPu4YGvIHqgzeid2//4NfxjeHxNRI2834KF0/vvleq3tERThlZWUhLS1NacrKylKZIykpCdOmTcOSJUsgkUgU8+/cuQNnZ2eldR0dHXHz5k0AwN27dz+4vLCwo/gRMdHncSLqOL70af3xlYuhx48ewtmlOgKHDoeJqSmsrW0Q0K07Ll6IEzqaRu7fu4f4uFiMHT8REokElSpXxuAhw7Bje5jQ0TR2cH84giZNwIjRY4WO8kl0/dgAgGvXrqJmrdpCx/igRi5lYVvKDBM2xyHjdS4Sn6fjhwN/oX+r//2BmNzlCzxMzsB/SRlKj+3d3BH7zt9DzO1nyMmVY/XRm0h69Rr+japouxkfpA/HN99rdY9IVHRTSEgI3NzclKaQkJB8GWQyGSZOnIh+/fqhevXqSsvS09OVOo4AYGZmhoyMDLWWFxbBO4qZmZmF3qjCkpSUhNkzp2HBoiUwM5N8/AHFUNXPq2F1yAYYGf2vghAVdQw1atYSMJXmEhLuwMrKGnZ29op5Dg4OePToIV6+fClgMs019vJG5NEotG3XXugoBaYPx4ZMJsON69dw9swptPNpgdatmmLO7Bl4mZoqdDQlRmIxsnJkyM6VKebJZHLYW0tgZW6KJjXt4e9ZBeM3x+Z7bI1KVriemKI079Z/qaj9mU1Rx9aIPhzffK+ltwUGBuLChQtKU2BgYL71QkJCYGpqit69e+dbJpFIIJVKleZJpVJYWFiotbywaLWj+OzZMwwZMgQJCQlITU3FkCFD4ObmBnd3d4waNQppaWnajPNBMpkMU6dMRO8+/eDyTi9fV8nlcqz8cRlOnzqJyUHThI6jEdWfnN78nFlMP2i8j23ZsjA21t07U+nLsfEiORnVa9SEj08b7Dt4GFu27cD9e/9iajEboxhz+ymkWbmY1b0eJKZGqGxrgVEdawIALCXGWDXYE4NW/Y701/nHkJU0M0HGO/Mzs3JgYWailezq0qfjG+B7ra4QiURFNpmamqJkyZJKk6mpab4MBw4cQGxsLNzd3eHu7o7IyEhERkbC3d0dzs7OuHPnjtL6d+/ehZOTEwDAycnpg8sLi1Y7irNnz4apqSlsbW2xYMECZGdnY+fOndi+fTtevnyJ4OBgbcb5oI3rQ1DC1BQ9e+Xv5euitLQ0jB8zCociI7B5yzY4ObsIHUkjEok5pFLlK7nyfjYv5E9P9GH6cmyUsbXFpi1h8PMPgEQiQfnyFTBm3ET8fu4M0tOLz4fW1IxsdFv0G9wdbXFthT82j2yCHWf/BgD8NMgTIcdu4fK/qi+YyHidk288osTUGGnS7CLPrQl9Or75XkuaOHr0KC5evIj4+HjEx8ejY8eO6NixI+Lj4+Hj44Pnz58jNDQU2dnZiI6ORkREBLp27QoACAgIQEREBKKjo5GdnY3Q0FAkJSXBx8enUDNqtawRHx+PkydPwtzcHOfOncOBAwdQunRpAMDSpUvRrl07bcb5oMiIA3j29Cm8G7kDADIz35R3T/52AueidWvwfuL9+xg+dBDKl6+A7bv2wMamtNCRNObo5ISUlBQkPX+OMrZvrtpMSEiAfblysLS0FDidYdGXY+P2rZs4cjgSo8aMV3yVV3Z2FsRiMUxM8n/yF4qJkRhGRmL4Bp9QzOvfygn3nqbB08UO9auVUVzYYikxwQ99G6JTw8/Q44dTuP4gBdUrWSttz6WiFaL+/E+bTfgofTm++V6rWwQfe/cRNjY22LRpE4KDg7FixQqULl0a06dPR6NGjQAAnp6emDVrFmbPno0nT57A0dER69evh7W1daHm0Pr5L5nszTgbiUQCMzMzxXwzMzOYmBSf0yEHIo8q/Zx3+4+58xYIEafAXqamYlD/Pmjg0QjfzQ2GWFzcDw3VqlSpCtf6bli0YB5mfjcHL168wLq1q9HFP0DoaAZHX44NKytr7NgehlJWVuj9bT88e/YUy5YsRqfOXVSeIhKKSASET2mJGWEX8fPpBNStWhrj/Wpj4b6r2HryrtK6V5b7YcG+K9h+5k3FcdvpBGwb2xT7Y+7h/K2nGOTjAjsrM0TEJwrRlPfSh+Ob77VUGBYsUH4frVOnDnbs2PHe9Tt37ozOnTsXaSatvpKbNWuGqVOnIj09HV9//TUWLVqE7OxspKenIygoCB4eHtqMYxD2h+/Do0cPcfzYETRu6IZG7q6KSdcsWbYCubk5aN+6Fb75+it4eTfB4CHDhI5FOsq+XDn8tDoEJ3/9Fc28GqJn966oVasOpkybKXQ0JVk5MvRcehoDfJyRuKE7Qkc1wY8R1/N1ElU5c+0xJmyOw5J+DfHvuq/Q1bMqAhb9hpR01bfpEJKuH998r9U9RTlGUZ+I5HK5XFu/LDU1FSNGjMDVq1fh4OCAW7duAXgz8LdSpUrYtm0bypYtq/F2pbwPKJHe0t47VNEq33eb0BE+2eMt3wgdgfSMmYDX9e3682GRbfurehWKbNvaptVdZGVlhZ9//hl//fUXrl69itTUVJiamsLBwQFeXl46fSUoERER6Q79qvsVHUF6ZrVr10bt2sX7JrdEREREho4lPCIiIjI4+jaWsKiwo0hEREQGRzevS9c+Pk9EREREpBIrikRERGRweOpZPawoEhEREZFKrCgSERGRwWE9UT2sKBIRERGRSqwoEhERkcHhEEX1sKJIRERERCqxokhEREQGR8xRimphR5GIiIgMDk89q4ennomIiIhIJVYUiYiIyOCIeOpZLawoEhEREZFKrCgSERGRweEYRfWwokhEREREKrGiSIVKJpMLHaFQiMX68VFTJtf9/SHWk4/9j7d8I3SET1a6+yahIxSK5J39hY5QKPTj/Va445u3x1EPK4pEREREpBIrikRERGRw9ORkRZFjR5GIiIgMDjuK6uGpZyIiIiJSiRVFIiIiMji84bZ6WFEkIiIiIpVYUSQiIiKDoyd3QStyrCgSERERkUqsKBIREZHB4RhF9bCiSEREREQqsaJIREREBof3UVQPO4pERERkcHjqWT089UxEREREKrGiSERERAaHt8dRDyuKRERERKQSK4pERERkcDhGUT2sKBIRERGRSqwofkRSUhLmzp6B+LhYGBkZoUPHThg3cTKMjXXnqYuJPo8Vy5fin78TYGYmgU+bthg7fiLMzMyEjqaW5ORk9P2mB2Z+NxfuDTwAALdv3cKSxfPx19UrMDOToF2HjhgzbqJO7Bdd3x8A8M/ff2PxgmBcvXoFJS1Komu37ug/aDDEYt387JmcnIxve3bHrDnfo0FDD6HjaERX3qOcK1phcX8PNHAqi1cZ2dgYdQuL913Gj4Mao0dTB6V1JaZG+O3qQ3Seexzxy7vgM9uSSstLSkwwc1s8fgi/os0mfNStmzex9IeFuH7tGkxMTODp5YUJk6bAxqa00NHU8u577fdzZuFwZITSOq9fS+HRyBOrQzYKlLLw8PY46tHNd3UtmjR+DCTm5og6eRZhO/YgOvo8tm0NFTqW2pKTkzFyWCC+6v41zkXHY+fecMTHxWLThnVCR1PLn5cuou83PZCYeF8x78WLFwgc1BcNG3ni1LkY/Lx9J86eOYXt27YImFQ9ur4/ACAjIx3DAgeiXPkKOP7raWzcug3Hjx7G+rWrhY5WIJcuXsC3PbsrvcZ0iS68R1mYGePgjDZ48CwdjoN24ssZh9DV63MEBdTDqHV/wO6bnxXT14t/RUpGFqaExgIA3MeEKy1fGXkNl/9Owpoj1wVulTKpVIrhQwaibj1X/Hb6HPYdjERqSgpmTpsqdDS1qHqvnT7zO/wRe1ExLVm+ApaWlhg/cYqASUnb2FH8gPv37iE+LhZjx0+ERCJBpcqVMXjIMOzYHiZ0NLWVLl0aJ8/+gc5d/CESiZCSkoKs16914hPuwQPhCJo8AcNHjVGaH3EwHFWqVMWAgYEwMTFBhYqVsGbdJvi0aSdMUA3o8v7Ic+niRbxITkLQ9BmQmJujQoWKGDB4CHbv3AG5XC50PI0c3B+OoEkTMGL0WKGjFIiuvEc1rm6PsqXMMGbDeWS8zkHis3Qs2nMZg9pUV1qvjGUJbBrdDBM2RuNGYkq+7TStXQ4jOtbCN0tPIl2ao6X06nn86CGcXaojcOhwmJiawtraBgHduuPihTiho33U+95r3/bixQtMnTIRk6ZMh4Ojk/bCFSFREU76hB3FD0hIuAMrK2vY2dkr5jk4OODRo4d4+fKlgMk0Y2Hx5rRN61bNEODnC9uyZdG5i7/AqT6usZc3Ig4fR5u27ZXmX7t6FY6OTvh+zix82dwbvu18cDgyAvb25QRKqhld3R95ZLm5MDExgbGxiWKeWCxGUtJzvNKh4wJ48xqLPBqFtu3af3zlYkhX3qOMxCJk5ciQnSNTzJPJ5bC3MYe1hali3ve9G+BSQhJ2nv073zbEYhFWDPbCgj1/IuFR8WlbnqqfV8PqkA0wMjJSzIuKOoYaNWsJmEo973uvfduPy35AzZq10b6jrxaTFS2xSFRkkz7Rakfxiy++QGRkpDZ/5SdJT0+HRCJRmmdm9ubnzIwMISJ9kojDxxF18gzEYjEmjB0ldJyPsrUtq3KcVWpqKg7sD0ftOl/gSNRJ/LD8J+zdvRPbtm4WIGXB6dr+yFPPtT5KlDDDiuVLkZmZiYcP/8OWzW/GK0lfSwVOpxnbsqpfY7pCV96jzt98CmlWDuZ84w6JqREql7XA2M51ALwZjwgAVexK4uumDpgZFq9yG92bVENJM2OsPly8TjmrIpfLsfLHZTh96iQmB00TOs5Hve+9Ns9/Dx7gUMRBjBozToupqLjQakdRJpNh0aJFmDlzJjKK0ZvY+0gk5pBKM5Xm5f1sbmEhRKRPYmZmBjs7e4wZNxG/nzuLl6mpQkcqEFNTE9SuUwd+XbrCxMQELi7V0aPnNzh+7KjQ0TSiq/vDslQprFy7Dn9duYx2XzbH5PFj0bFT5zfLLEsJnM6w6Mp7VGpGFvyCj6OBU1ncXtcd28a1xPbTdwEAKelZAIA+LZ1x/tZTXPk3WeU2+n/pgk1RtyDNytVa7oJIS0vD+DGjcCgyApu3bIOTs4vQkT7Z/vC9qOfqCpfqNYSOUqh46lk9Wu0ompqaYvfu3fj333/RunVrhIWFQSotvhUIRycnpKSkIOn5c8W8hIQE2JcrB0tLSwGTqe/PSxfRuWNbZGdlKeZlZ2fBxMQkXyVCV1RzcETWW+0BgNzcXJ0YH6cP+yM7Owu5OblYt2kLTv0eg59/2QWx2AjVHBx1pg36Qlfeo0yMxTAWi9Fu1hFU7rsdzYIikCuT43riC2T+f8evc6Mq+OX/O4/vsrMyg2d1e2w/k6DN2BpLvH8fPbt3RXp6Grbv2qMXnUQA+PXEcXTw7Sx0DBKI1sco2tvbY+vWrZgwYQK2bt0KLy8vTJkyBXv27MHZs2e1HeeDqlSpCtf6bli0YB7S09Pw4EEi1q1djS7+AUJHU5uzswukmVIsX7YE2VlZePjwPyxZvBBd/ANgYmr68Q0UQ539uuLundsI3bQBubm5uHP7Fnb+EoYOvp2EjvZR+rA/5HJgaOAA7N+3F3K5HNev/YWN69eiV+9vhY5mcHTlPUoE4ODMNujT6s1FEK7VymBS17pYFXkNAFC6ZAnUqGyDc9cfq3y8Z3V7PHqRgX+fvNJWZI29TE3FoP59ULdefaxZt1GnLlD7kJSUF/jn7wTUd3MXOkrhY0lRLYINzvHz80Pnzp0RHR2N48ePY+vWrXjw4AEuXrwoVCSVlixbgfnBc9C+dSuIxGL4dvLD4CHDhI6lNnMLC6wO2YBFC+ehRTMvWJa0RIeOvhg8dLjQ0Qrs82rVsGHzz1i2ZDE2bVgHM4kZun31Nb7u2VvoaB+lD/vD1NQUy1aswpJF8/HDwnkoXboM+vYfCP+Ar4SOZpB04T0qK0eGrxaewKK+HljUrxGepWZiSfgVbD5xGwBQ1f7NBV4Pk1UPSapqb4mHScV7uNL+8H149Oghjh87gqh3hsFEx18SKNWn+++/BwCgdMEUGRaRXIvn61xdXXHpUuEfMMXsLgkGTSYr/qd/1SHWk2+Ll+nA6fiP0bcrCHVZ6e6bhI5QKJJ39hc6QqHQh/dbc1Phju+YhKIbF+7hYFVk29Y2rZ56njNnjjZ/HRERERF9Aq2eevb11Z/7LxEREZHu4skK9ejuDcSIiIiICoj9RPXwm1mIiIiISCVWFImIiMjwsKSoFlYUiYiIiEglVhSJiIjI4IhYUlQLK4pEREREpBIrikRERGRweHsc9bCiSEREREQqsaJIREREBocFRfWwo0hERESGhz1FtfDUMxERERGpxIoiERERGRzeHkc9rCgSERERkUqsKBIREZHB4e1x1MOKIhERERGpxIoiERERGRwWFNXDjiIVKrFYPw49mUwudIRCoQ/7Q64fu0IvTnMl7+wvdIRCUb5vmNARCsXDzb2EjkAGgB1FIiIiMjx68OFNG9hRJCIiIoPD2+OohxezEBEREZFKrCgSERGRwdGHccPawIoiEREREanEiiIREREZHBYU1cOKIhEREZGAbt68iX79+qFhw4bw8vLCpEmTkJycDAC4fPkyunXrBldXV7Rs2RK7d+9Wemx4eDh8fHxQr149+Pv749KlS4WajR1FIiIiMjyiIpw0IJVKMXDgQLi6uuLcuXOIjIxESkoKpk6ditTUVAwePBh+fn6Ii4tDcHAw5s+fjytXrgAAYmJiMHfuXCxYsABxcXHo1KkThg4diszMzE96at7GjiIRERFRIcrKykJaWprSlJWVpXLdhw8fonr16hg+fDhMTU1hY2OD7t27Iy4uDsePH4e1tTV69eoFY2NjeHp6wtfXF2Fhb24av3v3bnTo0AFubm4wMTFB3759YWNjg8OHDxdaW9hRJCIiIoMjKsL/QkJC4ObmpjSFhISozFGtWjVs2LABRkZGinnHjh1DrVq1cOfOHTg7Oyut7+joiJs3bwIA7t69+8HlhYEXsxAREREVosDAQPTr109pnqmp6UcfJ5fLsXz5cpw8eRLbtm3D1q1bIZFIlNYxMzNDRkYGACA9Pf2DywsDO4pERERkcIryPoqmpqZqdQzflpaWhqCgIFy7dg3btm2Di4sLJBIJXr16pbSeVCqFhYUFAEAikUAqleZbbmNj82kNeAtPPRMREZHBKSbXsgAA7t+/j65duyItLQ179uyBi4sLAMDZ2Rl37txRWvfu3btwcnICADg5OX1weWFgR5GIiIhIIKmpqejTpw/q16+PjRs3onTp0oplPj4+eP78OUJDQ5GdnY3o6GhERESga9euAICAgABEREQgOjoa2dnZCA0NRVJSEnx8fAotn0gul8sLbWsCkeYInYD0jUym84cFAEAs1v1byur+O9Qb/Lqw4qN83zChIxSKh5t7CR3hk0lMhPvdNx6lF9m2a5S3UHvdzZs3Y8GCBZBIJBC980Zx6dIlXL16FcHBwbh9+zZKly6NYcOGwd/fX7HOgQMHsGbNGjx58gSOjo6YPn066tatW2htYUeRSAV2FIsP3X+HeoMdxeKDHcXigx3F4o8XsxAREZHBEfFL/NTCMYofERN9Hr16dEPjhvXRsqkX5gfPzXeFka5ITk5Gx7Y+iIuNETpKgej6vkhOTkan9q0RH5f/+X/27ClaNfPCwf37BEimOV3fFwBwKPIgPBu4Kk3u9WqjgWttoaNpJCkpCWNGDoN3I3c08/LAovnByMnRvdMsutIOp/KlsGdSC/wb0g1Xl/thfKdaimrxwC+dEf+DLxI3fIX4H3wxyOd/97cTiYDp3erirxVdcG9dNxyf3QaNq9sJ1IoPO3bkMNzq1lQ6NqZNmSh0LBIIO4ofkJycjJHDAvFV969xLjoeO/eGIz4uFps2rBM6msYuXbyAb3t2R2LifaGjFIiu74s/L11E3296qHz+ZTIZpk2ZiJSUFwIk05yu74s8HTp2wvm4S4ppf+RR2NhYY/acYKGjaWTS+DGQmJsj6uRZhO3Yg+jo89i2NVToWBrThXZYlDDG3skt8SApAzVH7UP7uVHo0qgKJvrVQVvXipga8AUGrPwdlQfuwqDVv+O7r13hXcMeANCvpRPau1WCz6yjqBq4G+HR97BzQnOUMCl+f4av/XUVHXw7Kx0fwQsWCx2r0IlERTfpk+L3Ci1GSpcujZNn/0DnLv4QiURISUlB1uvXsLEp/fEHFyMH94cjaNIEjBg9VugoBabL++LggXAETZ6A4aPGqFy+bu0q2NmXg325ctoNVkC6vC/eRy6XY3rQRHg3bY4Ovp2FjqO2+/fuIT4uFmPHT4REIkGlypUxeMgw7NiuW2PwdKUdjVzKwrZUCUwMjUPG61wkJqVjyYFr6N/KCUcv/YcvxuzH5X+TYSQWoUxJM8jlQGrGm69tc65QCmKRCGLRm2/ukMnlyHydK3CLVLt27Spq1tKtyjoVHY5R/AgLi5IAgNatmuHpkyeo7+aOzl38P/Ko4qWxlzfad/SFsbExJk/Q3c6iru6Lxl7eaN/hzfM/ZeI4pWVxsdE4duQwwnbuQUAXX4ESak5X98X7HIo4gIS7d7H8p9VCR9FIQsIdWFlZw87OXjHPwcEBjx49xMuXL1GqVCkB06lPV9phJBYhO0eG7FyZYp5MLoe9tQRW5qZIzciCY3lLnF/QEcZGYqw8fANX7705U7D51zto71YZf63ogpxcGTKzctHjh1N4nS17368ThEwmw43r12AmkWDLpg3IleXCu0kzjBk7AaWsrISOV6j0rPBXZLRaUczKysKaNWsQGhoKAFixYgUaNWqEJk2a4IcffiiW41HyRBw+jqiTZyAWizFh7Cih42jEtmxZGBvrz2cCXdsXtraqn//kpCTMmjEVwQsWw9xcN6+Q07V9oYpMJsO6kDUYOHiIogOsK1R/fdebnzML8Su8ipqutCP69jNkZuViVvd6kJgaoXIZC4zsUAMAIDF98z29/z5NQ/n+O9BixhH4N6qC0R1rAgBMjI1w7sYTNJh4EJUH7sKKQ9cROqoJ7KzMBGuPKi+Sk1G9Rk34+LTBvoOHsWXbDty/9y+m6uMYxeJ0x+1iTKsdxR9++AEHDx7E7t27MWLECBw6dAjTpk1DUFAQzpw5g1WrVmkzjkbMzMxgZ2ePMeMm4vdzZ/EyNVXoSAZLH/aFXC7H9KmT8HXP3jp9ikcf9kVcbAyeP3uKLv4BQkfRmERiDqk0U2le3s/mFrrz4UNX2vEyIxvdFp+Em0MZ/PVjF2wa6Y2d5/4B8L9TzDm5cuTkyvHnP8kIOXYLAZ5VAQAhQxvjxOWHuPvoFaTZufhh/194mZmFzg0/E6o5KpWxtcWmLWHw8w+ARCJB+fIV/v/4PoP09DSh45EAtNpRPHLkCEJDQ7Fx40b8+uuvWL16NXx9fdG+fXusWrUKBw4c0Gacj/rz0kV07tgW2VlZinnZ2VkwMTHJ9+mXipa+7YvHjx/hQnwc1oWsRpPGDdCkcQM8fvQI84PnYNTwQKHjfZC+7YsTUcfQspUPJObmQkfRmKOTE1JSUpD0/LliXkJCAuzLlYOlpaWAyTSjK+0wMRLD2EiETvN+hcPQPfCZfQy5MjluPEhB35ZO2DjCW2l9UxMxXqS/BgBUKmMO03cuXMnOlSudxi4Obt+6iR+X/YC3b7GcnZ0FsVgMExPNvru4uBMV4X/6RKsdRalUCnt7e9jZ2cHIyAifffa/T1IVK1bM98XXQnN2doE0U4rly5YgOysLDx/+hyWLF6KLfwBMNPyyb/o0+rYvypevgJgLV3D2jzjFVK58eQRNm4kVq0KEjvdB+rYv/rx4AfXdGggdo0CqVKkK1/puWLRgHtLT0/DgQSLWrV2tc9VRXWmHSATsm9wS3zRzAADUrVoa4zrXxtqjN/HHzafo4FYJfh6fQSQCPJzKYkgbF2z69c338B65+B8mdK6NKmVLwthIhMA2LihnbYZjl/4Tskn5WFlZY8f2MIRu3oCcnBw8evQQy5YsRqfOXWCqg8c3fTqtDlxzcXFBWFgYcnNzIZPJsG/fPnTv3h0AsGHDBlSrVk2bcT7K3MICq0M2YNHCeWjRzAuWJS3RoaMvBg8dLnQ0g8N9UXzo27548OAB7OyL5/3s1LFk2QrMD56D9q1bQSQWw7eTHwYPGSZ0LI3pQjuycmTotfQMgr+pj3nfuOH5Syl+jLiGracSAAB9V5zFtIC6+HFgIzx4no6gny9gf8ybW2KN3xyL6V/VxaEZPrAoYYRr91Pgv/A3PHqR+aFfqXX25crhp9UhWLF8KTaErIFpiRJo27YDxozXvzGK+nYbm6Ki1a/wu379OgIDA/H8+XP06dMHJUqUQFRUFLKysvDs2TOsXbsWnp6eGm+XX+FHhY1f4Vd88Cv8qLDxK/yKDyG/wu/u06LrpDva6d4wnPfRakWxZs2aOHPmDFJTU2FtbQ25XI5atWrh4cOHaNKkCRwcHLQZh4iIiAwUP7upR+v3TBGJRLC2tlb8u3Xr1tqOQERERERq0J+b6xERERGpiyVFtbCjSERERAZH325jU1T4Xc9EREREpBIrikRERGRweCcC9bCiSEREREQqsaJIREREBocFRfWwokhEREREKrGiSERERIaHJUW1sKJIRERERCqxokhEREQGh/dRVA87ikRERGRweHsc9fDUMxERERGpxIoiERERGRwWFNXDiiIRERERqcSKIhERERkcjlFUDyuKRERERKQSK4pERERkgFhSVIdILpfLhQ7xqaQ5QicgfaP7R8Ubcuh+Q8Q8P1RsyGS6/3rSJ+X7bBM6widL/aW3YL/7wYusItt2JRvTItu2trGiSERERAaHn0HVw44iERERGRz2E9XDi1mIiIiISCVWFImIiMjg8NSzelhRJCIiIiKVWFEkIiIigyPiKEW1sKJIRERERCqxokhERESGhwVFtbCiSEREREQqsaJIREREBocFRfWwo0hEREQGh7fHUQ9PPRMRERGRSqwoEhERkcHh7XHUw4oiEREREanEiiIREREZHhYU1cKKIhERERGpxI6impKTk9GxrQ/iYmOEjlJgubm5GNC3N2ZMnSJ0lAK5dfMmAgf2QxPPhmjZ1AvTgibhxYtkoWNp7NiRw3CrWxOeDVwV07QpE4WOpbbk5GR0atca8e8cC5f/vASP+l8IlKrgdP24SEpKwpiRw+DdyB3NvDywaH4wcnJyhI6ltuTkZHRq3xrxcW9eT9/PmYXGDesrTW51a2JY4ACBk37Yu+1427NnT9GqmRcO7t8nQLL8nCqUwr4prXBvQ3f89ZM/JvjVVlwBvLR/Qzzd2hP/be6hmPq2dMq3jeHtayByho+WkxcuURFO+oQdRTVcungB3/bsjsTE+0JH+SRrV6/ExQvxQscoEKlUiuFDBqJuPVf8dvoc9h2MRGpKCmZOmyp0NI1d++sqOvh2xvm4S4opeMFioWOp5c+LF9G3Vw+lY0Eul2P/vr0YNngAsrKyBExXMLp8XADApPFjIDE3R9TJswjbsQfR0eexbWuo0LHU8ueli+j7jfLrafrM7/BH7EXFtGT5ClhaWmL8xOLbkVfVjjwymQzTpkxESsoLAZLlZ1HCGPumtMKDpHTUGL4X7b47hi6eVTHJ/82HvPoOthi9IRoV++1QTKG/3VE83ryEMb7/xg3zersL1QTSMnYUP+Lg/nAETZqAEaPHCh3lk8REn8eJqOP40qe10FEK5PGjh3B2qY7AocNhYmoKa2sbBHTrjosX4oSOprFr166iZq3aQsfQ2MED4QiaPAHDR41Rmj97xlTs27sLQ4aPFCbYJ9D14+L+vXuIj4vF2PETIZFIUKlyZQweMgw7tocJHe2j3vd6etuLFy8wdcpETJoyHQ6O+ataxcHH2rFu7SrY2ZeDfbly2g32Ho2q26GslRnGb4pFxuscJD5Px5LwqxjwpTNMjcWoWdkal/5Oeu/jf1/QAeWsJdgQdUuLqYuGSFR0kz4RrKP46tUrPHv2DK9fvxYqgloae3kj8mgU2rZrL3SUAktKSsLsmdOwYNESmJlJhI5TIFU/r4bVIRtgZGSkmBcVdQw1atYSMJXmZDIZbly/hrNnTqGdTwu0btUUc2bPwMvUVKGjfVRjL29EHDmONu8cC8NGjMbWsJ2oUaOmQMkKRh+Oi4SEO7Cysoadnb1inoODAx49eoiXL18KmOzjGnt5I+LwcbRp+/731h+X/YCaNWujfUdfLSbTzIfaERcbjWNHDmPq9JkCJFPNSCxCVo4M2bkyxTyZXA57awnqVCkNEyMxpgXUxZ21AbiwtDPG+NZS6vh0mBuFgSvP4VmqVID0hUtUhP/pE612FOVyOVatWgVvb280bNgQTZs2Rb169eDr64s9e/ZoM4rabMuWhbGx7l4cLpPJMHXKRPTu0w8u1asLHadQyOVyrPxxGU6fOonJQdOEjqORF8nJqF6jJnx82mDfwcPYsm0H7t/7F1N1YIyira3qY6G4VEo0oS/HRXp6OiQS5U5uXqc3MyNDiEhqe9/rKc9/Dx7gUMRBjBozToupNPe+diQnJWHWjKkIXrAY5uYWAiRTLebWU0izcjG7hyskpkaobGuBUR3ffOB2rlgK5248wdpjN1Fj+F4MWnUOgW2rY2SH/30IfJhcvF9XVPi02gMKCQnBsWPHMHXqVIhEImzatAl+fn4QiUT46aef8Pr1a/Tq1UubkfTexvUhKGFqip69egsdpVCkpaVh5rQg3Lh+DZu3bIOTs4vQkTRSxtYWm7b877SgRCLBmHET0bvnV0hPT4OFRUkB0xkOfTkuJBJzSKWZSvPyfja3KD6dk4LYH74X9Vxd4VK9htBRNCaXyzF96iR83bN3sRtmkpqRjYCFvyL4G3dcX9kVfz95hV/O/g03R1vsj76HX878rVj3YkIS1hy5AX/PqlgReV3A1EVD304RFxWtdhR37dqFsLAwlC9fHgDwxRdfYNy4cdi5c6fi3+woFq7IiAN49vQpvBu9GXicmfnmdMHJ307gXLRuDeBPvH8fw4cOQvnyFbB91x7Y2JQWOpLGbt+6iSOHIzFqzHiI/v9dKjs7C2KxGCYmpgKnMxz6clw4OjkhJSUFSc+fo4ytLQAgISEB9uXKwdLSUuB0n+bXE8fxbd/+QscokMePH+FCfByuXr2CdSGrAQDpaWmYHzwHJ6KOYcWqEMGymRiJYSwWw/f7KMW8AV8648aDFLT8ogLsrMyw+df/XbxiamKEzCzduYqeCp9WO4qvXr1C6dL/++NepkwZ/PvvvwCA2rVrIynp/QNoqWAORB5V+jnvFiBz5y0QIk6BvUxNxaD+fdDAoxG+mxsMsVg3r8OysrLGju1hKGVlhd7f9sOzZ0+xbMlidOrcBaam7Chqi74cF1WqVIVrfTcsWjAPM7+bgxcvXmDd2tXo4h8gdLRPkpLyAv/8nYD6brp5ZW358hUQc+GK0rz2bVpiyNAR6OTnL1CqN0QiIDyoFaaHXcTPp+6i3uelMd6vNhbuuwIRgHm93fH341c4fe0xGjjZYmjb6gj6WXc+PFHh02pH8YsvvkBwcDBmzZoFIyMjrF69GtX/f3zQnj17UKVKFW3GIR2yP3wfHj16iOPHjiDqmPIf+ej4SwKl0px9uXL4aXUIVixfig0ha2BaogTatu2AMeOL/xhFKp6WLFuB+cFz0L51K4jEYvh28sPgIcOEjvVJ/vvvAQAoXaRDhSMrR4avl5zC/N7umP+tO56/lGJ5xDVs+e0uAGDqz/FY0r8hKpS2wNPUTMzfcxm7zv0jcGoSkkgul8u19cv+/vtvDBw4EMnJyTAxMUGJEiWwYcMGZGdnY8CAAVi9ejXc3TX/BCllVZwKmfaOiqIlh+43RMyBRMWGTKb7ryd9Ur7PNqEjfLLUX4QbJ5ySmVtk27aWGH18JR2h1YpitWrVEBkZiQsXLkAmk6F+/fqwtLREdnY2zp07x1NvRERERMWI1u/7Ym5ujiZNmijNMzEx0XYMIiIiMmD6dr/DoqK7NwgkIiIiKiCOalGPbl46SkRERERFjhVFIiIiMjgsKKqHFUUiIiIiUokVRSIiIjI8LCmqhRVFIiIiIlKJFUUiIiIyOLw9jnpYUSQiIiIilVhRJCIiIoPD+yiqhxVFIiIiIlKJFUUiIiIyOCwoqocdRSIiIjI87CmqhaeeiYiIiEgldhSJiIjI4IiK8D9NJSUlYdiwYXB3d4eHhweCg4ORk5NTBK3WHDuKRERERAIaM2YMzM3NcfbsWezZswfnz59HaGio0LEAsKNIREREBkgkKrpJE/fu3UNsbCwmTpwIiUSCypUrY9iwYQgLCyuahmuIF7MQERERFaKsrCxkZWUpzTM1NYWpqWm+de/cuQNra2vY29sr5jk4OODhw4d4+fIlSpUqVeR5P0QvOopmetEKoqLAy/qoMPH1VJyk/tJb6Ag6rSj7Dj/9FIKVK1cqzRsxYgRGjhyZb9309HRIJBKleXk/Z2RksKNIREREpE8CAwPRr18/pXmqqokAYG5ujszMTKV5eT9bWFgUTUANsKNIREREVIjed5pZFScnJ6SkpOD58+ewtbUFACQkJKBcuXKwtLQsyphq4cUsRERERAKpWrUq3NzcMG/ePKSlpSExMRGrV69GQECA0NEAACK5XC4XOgQRERGRoXr+/DnmzJmDmJgYiMVi+Pn5YcKECTAyMhI6GjuKRERERKQaTz0TERERkUrsKBIRERGRSuwoEhEREZFK7CgSERERkUrsKH5EUlIShg0bBnd3d3h4eCA4OBg5OTlCxyqQ5ORk+Pj4ICYmRugoBXLz5k3069cPDRs2hJeXFyZNmoTk5GShY2ns/Pnz6NatG+rXrw8vLy/MnTsXUqlU6FgFkpubi969e2PKlClCRymQw4cPo2bNmnB1dVVMEydOFDqWRlJSUjBp0iR4eHigQYMGGDZsGJ4+fSp0LI0cPHhQaR+4urqidu3aqF27ttDRNHbt2jX06tUL7u7u8Pb2xvfff5/vq9yKu4SEBAwYMADu7u5o3rw51qxZA5lMJnQsEgg7ih8xZswYmJub4+zZs9izZw/Onz+P0NBQoWNp7MKFC+jevTvu378vdJQCkUqlGDhwIFxdXXHu3DlERkYiJSUFU6dOFTqaRpKTkxEYGIivv/4a8fHxCA8PR2xsLNatWyd0tAJZuXIl4uPjhY5RYFevXkXnzp1x6dIlxbR48WKhY2lk5MiRyMjIQFRUFE6ePAkjIyPMmDFD6Fga6dSpk9I+OHr0KKytrREcHCx0NI3IZDIEBgaiTZs2iI2NxZ49e3Du3DmsX79e6GhqS09Px8CBA1G+fHmcOXMGYWFhOHz4MFavXi10NBIIO4ofcO/ePcTGxmLixImQSCSoXLkyhg0bhrCwMKGjaSQ8PBwTJkzA2LFj/6+9+w9qsn7gAP7ehIFAnCNxE8O02OHhcQhseSKhokLXgRWQXlwkZF0ZF5LXoovEUI8Di7ijO34kclQSmAZJXIGaEt6hS5FQ+sEZHUaACuzANpfb2r5/ue93X/f1C/PH4/T9+mv7sD3Pm4c79t7zeX4IHcVpQ0NDWLBgATIzMyGRSCCVSrFu3TqcPHlS6GhT4ufnh46ODiQlJUEkEmF8fBxXr16Fn5+f0NGm7Pjx4zh48CDi4uKEjuK0s2fPuuReq2t6enrQ3d2NwsJC+Pr6wsfHB9u3b8ebb74pdDSnWa1WqNVqLF++HE899ZTQcaZkYmICIyMjsFgsuHblObFYfN19fO9mnZ2dGBsbQ15eHry8vDBnzhxs3LgRdXV14NX07k8sijdw7tw5zJgxAzKZzDb26KOPYmhoCJcvXxYw2dRER0fj0KFDePLJJ4WO4rRHHnkEVVVVdhcfbW1txcKFCwVM5RwfHx8AwLJly5CYmAh/f38kJSUJnGpqxsbGkJubi+LiYpf6EPxPFosFP/30E9ra2rBixQrExMRgy5YtmJiYEDrapJ05cwZBQUH44osvsHr1akRHR6OoqAj+/v5CR3PagQMH8Ntvv7nk4QxSqRTp6ekoKipCaGgoli1bhnnz5iE9PV3oaJNmsVjg7u4Od3d325hIJMLo6KhLfe7RrcOieAN6vf66D8Frz69cuSJEJKf4+/vDze3eua231WpFSUkJjh49itzcXKHjOO3gwYNob2+HWCxGVlaW0HEmzWKxQK1WIyMjAwsWLBA6jtO0Wi1CQkIQHx+Pb775BvX19ejv73epYxQnJibQ29uL/v5+NDY24quvvsLFixeRk5MjdDSnWCwWlJeX49VXX7V9oXIlFosFnp6e2LJlC3788Uc0Nzejr68PpaWlQkebtIiICHh6eqK4uBgGgwGDg4PYvXs3ALjssdR0c1gUb8DLywsGg8Fu7Npzb29vISLd93Q6HbKysvD1119jz549CA4OFjqS0zw9PSGTyaBWq3Hs2DGX2ZNVWVkJiUSCtLQ0oaPclJkzZ6K2thYpKSmYPn06AgICoFar0d7eDp1OJ3S8SZFIJACA3Nxc+Pj4YObMmcjOzsb3338PvV4vcLqp02g0uHTp0l1zj9upOnToEFpbW5GamgqJRAKFQoHMzEzU1dUJHW3SfH19sWvXLnR3d2P58uXIzs7G008/bfsZ3X9YFG9AoVBgfHwco6OjtrG+vj7I5XI88MADAia7P/3xxx9ITk6GTqfD/v37XbIknj59Gk888YTdWZBGoxHu7u4uM4V74MAB/PDDD1AqlVAqlWhubkZzczOUSqXQ0abk119/xQcffGB33JXRaIRYLLYVsLtdUFAQLBYLTCaTbeza2amueDxZa2srVq9eDS8vL6GjOGV4ePi6M5zd3NzspnHvdkajEWazGZ9++ik0Gg327dsHsViMoKAgl/kfRbcWi+INzJs3D5GRkSgoKIBOp8PAwADKyspc9tuuK5uYmMD69esRERGB3bt3u+TJHwAQHByMv//+G8XFxTAajRgcHERRURFSUlJcppy0tLTg9OnTOHXqFE6dOoWEhAQkJCS43NnPM2bMQG1tLaqqqmA2mzE0NIT3338fzzzzjMv8LaKiohAYGIh33nkHer0eWq0WJSUlWLVqlUtO3XZ2dkKlUgkdw2nR0dEYGRlBRUUF/vnnHwwMDKC8vByJiYlCR5uSDRs2YP/+/bBarejp6UFFRQXWr18vdCwSCIvi/1FaWgqz2YyVK1di7dq1ePzxx/Haa68JHeu+09DQgKGhIXz77beIjIy0u96aK/H29kZVVRXOnTuHpUuXIi0tDVFRUS53mZ97gVwuR2VlJb777js89thjSE5ORmhoKPLy8oSONmnu7u747LPPMG3aNMTHxyM+Ph5yuRwFBQVCR3PKn3/+iVmzZgkdw2lBQUGorKzEkSNHsHjxYrzwwguIjY11qStOSCQSlJWVoa6uDhEREcjOzsbLL7+MtWvXCh2NBCKyuuL8BBERERHddtyjSEREREQOsSgSERERkUMsikRERETkEIsiERERETnEokhEREREDrEoEhEREZFDLIpERERE5BCLIhHdM/r7+4WOQER0T2FRJKIpiY2NRWhoqO3OOIsWLUJ0dDSKiops9xm+WWlpafjoo48AAHl5eZO6W8qRI0ewYcMGp9fZ0NCA2NhYp99PRHQvchM6ABG5nvz8fCQlJdme9/b2Ij09HdOnT0dWVtYtXde2bdsm9brx8XHwRlNERLcWiyIR3bTg4GCoVCr8/PPPSEtLw5w5c6DRaGC1WtHc3AytVouCggJ0dXXBy8sLa9asQWZmJiQSCQBg3759qKiogFarRVxcHAwGg23Zb7/9NgCgsLAQAPDJJ59gz549GB0dxfz586FWqyEWi7F161aYTCaEh4ejpaUFUqkU5eXlaGpqwl9//YWwsDC8++67ePjhhwEAfX19eO+999DT04OHHnoIixcvvsNbjYjo7sepZyK6KSaTCRqNBidOnMDSpUsBAB0dHaivr0dTUxPEYjHS09OhUCjQ3t6Ozz//HB0dHbap5ePHj2Pbtm3YsWMHTp48ibCwMJw9e9bhuhoaGlBWVoadO3eis7MTzz33HDZu3Ijg4GDk5+cjICAAXV1dkMlkKCkpQVtbG2pqanDs2DGEhYXhxRdfxNWrV2EymfDKK69AoVDgxIkT+PDDD3H48OE7ts2IiFwFiyIRTVl+fj6USiWUSiWWLFmC7du3IyMjA88//zwAICYmBjKZDL6+vmhra4PRaMTmzZvh4eGB2bNnY9OmTaitrQUANDU1IS4uDkuWLIGbmxtSU1MREhLicL2NjY1Yt24dwsPDIRaL8eyzz6K6uhqenp52r7Naraivr8fmzZsRGBgIDw8PZGZmwmQyoa2tDV1dXRgeHsZbb70FDw8PKBQKZGRk3N6NRkTkgjj1TERTtnXrVrtjFP/brFmzbI8HBweh1WqhUqlsY1arFSaTCWNjY7h48SIWLlxo9/7AwECHyx0ZGUFAQIDdWERExHWv02q1uHLlCjZt2gSx+N/fh00mEwYHB2E0GiGVSu0K5ty5c//n70NEdL9iUSSiW04kEtkey+VyzJ07Fy0tLbYxnU6HsbEx+Pn5QS6XY2BgwO79Fy5cgEKhuG65s2fPxvDwsN1YSUkJ1qxZYzcmlUrh4eGB6upqLFq0yDb++++/QyaT4ZdffoFWq4Ver4e3t7dtnUREZI9Tz0R0W61YsQJ6vR5VVVUwGo24fPkycnJy8MYbb0AkEiE5ORmHDx/G0aNHYTab0djYiO7ubofLSkpKwt69e3HmzBlYLBZ8+eWXqK2ttRVDg8EAs9kMsViMlJQUFBcX48KFC7BYLGhsbERCQgLOnz+P8PBwzJ8/Hzt27IDBYMD58+dRXV19h7cMEdHdj0WRiG4rHx8f1NTUQKPRICYmBqtWrYJYLEZ5eTkAIDIyEjt37kRhYSGUSiVaW1ttJ8X8t8TERLz++utQq9VQKpXYu3cvdu3aBT8/P6hUKjz44INQqVTo7e1FTk4OwsLCkJqaCqVSiZqaGpSWliIkJATTpk3Dxx9/jEuXLiEqKgovvfQSVq5ceSc3CxGRSxBZeeExIiIiInKAexSJiIiIyCEWRSIiIiJyiEWRiIiIiBxiUSQiIiIih1gUiYiIiMghFkUiIiIicohFkYiIiIgcYlEkIiIiIodYFImIiIjIIRZFIiIiInKIRZGIiIiIHPoXP2DKdC7K1cMAAAAASUVORK5CYII="
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "D:\\Python data analysis\\anaconda\\Lib\\site-packages\\sklearn\\linear_model\\_sag.py:348: ConvergenceWarning: The max_iter was reached which means the coef_ did not converge\n",
      "  warnings.warn(\n"
     ]
    },
    {
     "data": {
      "text/plain": "<Figure size 800x600 with 2 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": "<Figure size 800x600 with 2 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                  Model   Dataset   Feature Type  Accuracy (%)  \\\n",
      "0   Logistic Regression     MNIST            Raw         92.61   \n",
      "1                   SVM     MNIST            Raw         96.61   \n",
      "2         Decision Tree     MNIST            Raw         86.47   \n",
      "3         Random Forest     MNIST            Raw         96.96   \n",
      "4                   KNN     MNIST            Raw         94.43   \n",
      "5           Naive Bayes     MNIST            Raw         52.40   \n",
      "6   Logistic Regression     MNIST        HOG+PCA         93.99   \n",
      "7                   SVM     MNIST        HOG+PCA         96.96   \n",
      "8         Decision Tree     MNIST        HOG+PCA         77.74   \n",
      "9         Random Forest     MNIST        HOG+PCA         93.25   \n",
      "10                  KNN     MNIST        HOG+PCA         93.36   \n",
      "11          Naive Bayes     MNIST        HOG+PCA         89.69   \n",
      "12  Logistic Regression  CIFAR-10            Raw         36.83   \n",
      "13                  SVM  CIFAR-10            Raw         54.81   \n",
      "14        Decision Tree  CIFAR-10            Raw         30.59   \n",
      "15        Random Forest  CIFAR-10            Raw         46.91   \n",
      "16                  KNN  CIFAR-10            Raw         34.17   \n",
      "17          Naive Bayes  CIFAR-10            Raw         29.76   \n",
      "18  Logistic Regression  CIFAR-10  HOG+Color+PCA         19.32   \n",
      "19                  SVM  CIFAR-10  HOG+Color+PCA         26.27   \n",
      "20        Decision Tree  CIFAR-10  HOG+Color+PCA         22.08   \n",
      "21        Random Forest  CIFAR-10  HOG+Color+PCA         24.45   \n",
      "22                  KNN  CIFAR-10  HOG+Color+PCA         20.33   \n",
      "23          Naive Bayes  CIFAR-10  HOG+Color+PCA         19.62   \n",
      "\n",
      "    Training Time (s)  Inference Time (s)  Precision (%)  Recall (%)  \\\n",
      "0         3531.712174            0.062472       0.925296    0.924968   \n",
      "1          481.600650          155.704171       0.966170    0.965691   \n",
      "2            8.109150            0.029000       0.863961    0.862866   \n",
      "3           32.705182            0.319177       0.969410    0.969389   \n",
      "4            0.053002           64.168215       0.944211    0.943586   \n",
      "5            0.437784            0.478530       0.669931    0.517009   \n",
      "6            6.914720            0.001996       0.939561    0.939541   \n",
      "7           32.739296           14.352643       0.969508    0.969433   \n",
      "8            4.097019            0.001998       0.779098    0.775055   \n",
      "9           50.197115            0.168411       0.931664    0.932016   \n",
      "10           0.038000            4.066598       0.934590    0.932806   \n",
      "11           0.055000            0.031000       0.896945    0.896357   \n",
      "12       11273.068058            0.244345       0.366184    0.368300   \n",
      "13        5626.127214         1582.872900       0.547209    0.548100   \n",
      "14          95.471787            0.092000       0.305722    0.305900   \n",
      "15         217.396055            0.684444       0.463776    0.469100   \n",
      "16           0.165053          215.084502       0.438358    0.341700   \n",
      "17           1.512825            1.990394       0.311214    0.297600   \n",
      "18           0.611247            0.000998       0.183341    0.193200   \n",
      "19          98.544806           27.070195       0.257522    0.262700   \n",
      "20           0.678172            0.001000       0.214333    0.220800   \n",
      "21          23.439318            0.258000       0.235905    0.244500   \n",
      "22           0.193357            1.913474       0.202589    0.203300   \n",
      "23           0.008998            0.005000       0.200573    0.196200   \n",
      "\n",
      "    F1-score (%)  \n",
      "0       0.925032  \n",
      "1       0.965854  \n",
      "2       0.863173  \n",
      "3       0.969378  \n",
      "4       0.943686  \n",
      "5       0.469186  \n",
      "6       0.939503  \n",
      "7       0.969441  \n",
      "8       0.776075  \n",
      "9       0.931743  \n",
      "10      0.933098  \n",
      "11      0.896365  \n",
      "12      0.366782  \n",
      "13      0.546669  \n",
      "14      0.303160  \n",
      "15      0.465167  \n",
      "16      0.328516  \n",
      "17      0.275463  \n",
      "18      0.169805  \n",
      "19      0.250002  \n",
      "20      0.210089  \n",
      "21      0.237153  \n",
      "22      0.197852  \n",
      "23      0.177671  \n"
     ]
    }
   ],
   "source": [
    "# 绘制混淆矩阵\n",
    "def plot_confusion_matrix(cm, dataset_name, feature_type, classes):\n",
    "    # 绘制混淆矩阵的函数\n",
    "    plt.figure(figsize=(8, 6))\n",
    "    sns.heatmap(cm, annot=True, fmt='d', cmap='Blues', xticklabels=classes, yticklabels=classes)\n",
    "    plt.title(f'SVM Confusion Matrix - {dataset_name} ({feature_type})')\n",
    "    plt.xlabel('Predicted')\n",
    "    plt.ylabel('True')\n",
    "    plt.savefig(f'cm_{dataset_name}_{feature_type.replace(\" \", \"_\")}.png')\n",
    "    plt.show()\n",
    "\n",
    "# 主程序\n",
    "results = []\n",
    "mnist_classes = [str(i) for i in range(10)]\n",
    "cifar_classes = ['airplane', 'automobile', 'bird', 'cat', 'deer', 'dog', 'frog', 'horse', 'ship', 'truck']\n",
    "\n",
    "# MNIST 数据集实验\n",
    "X_train_m, X_test_m, y_train_m, y_test_m = load_mnist(mnist_data_dir)\n",
    "results_m_raw, cm_m_raw = train_and_evaluate(X_train_m, X_test_m, y_train_m, y_test_m, 'Raw', 'MNIST')\n",
    "results.extend(results_m_raw)\n",
    "plot_confusion_matrix(cm_m_raw, 'MNIST', 'Raw', mnist_classes)\n",
    "\n",
    "X_train_hog_m = extract_hog_features(X_train_m)\n",
    "X_test_hog_m = extract_hog_features(X_test_m)\n",
    "X_train_hog_pca_m, pca_m = apply_pca(X_train_hog_m)\n",
    "X_test_hog_pca_m = pca_m.transform(X_test_hog_m)\n",
    "results_m_hog, cm_m_hog = train_and_evaluate(X_train_hog_pca_m, X_test_hog_pca_m, y_train_m, y_test_m, 'HOG+PCA', 'MNIST')\n",
    "results.extend(results_m_hog)\n",
    "plot_confusion_matrix(cm_m_hog, 'MNIST', 'HOG+PCA', mnist_classes)\n",
    "\n",
    "# CIFAR-10 数据集实验\n",
    "X_train_c, X_test_c, y_train_c, y_test_c = load_cifar10(cifar10_data_dir)\n",
    "results_c_raw, cm_c_raw = train_and_evaluate(X_train_c, X_test_c, y_train_c, y_test_c, 'Raw', 'CIFAR-10')\n",
    "results.extend(results_c_raw)\n",
    "plot_confusion_matrix(cm_c_raw, 'CIFAR-10', 'Raw', cifar_classes)\n",
    "\n",
    "X_train_hog_c = extract_hog_features(X_train_c)\n",
    "X_test_hog_c = extract_hog_features(X_test_c)\n",
    "X_train_color_c = extract_color_histogram(X_train_c)\n",
    "X_test_color_c = extract_color_histogram(X_test_c)\n",
    "X_train_combined_c = np.hstack([X_train_hog_c, X_train_color_c])\n",
    "X_test_combined_c = np.hstack([X_test_hog_c, X_test_color_c])\n",
    "X_train_combined_pca_c, pca_c = apply_pca(X_train_combined_c)\n",
    "X_test_combined_pca_c = pca_c.transform(X_test_combined_c)\n",
    "results_c_hog_color, cm_c_hog_color = train_and_evaluate(X_train_combined_pca_c, X_test_combined_pca_c, y_train_c, y_test_c, 'HOG+Color+PCA', 'CIFAR-10')\n",
    "results.extend(results_c_hog_color)\n",
    "plot_confusion_matrix(cm_c_hog_color, 'CIFAR-10', 'HOG+Color+PCA', cifar_classes)\n",
    "\n",
    "# 结果整理\n",
    "results_df = pd.DataFrame(results)\n",
    "print(results_df)"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2025-06-03T09:18:17.674329Z",
     "start_time": "2025-06-03T02:44:30.401397Z"
    }
   },
   "id": "8fc0f7ca2ca209c9",
   "execution_count": 4
  },
  {
   "cell_type": "code",
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 1200x600 with 2 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": "<Figure size 1200x600 with 2 Axes>",
      "image/png": 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lqO3IKzLfWw6HQx988IEuXLig+++/X/Xr19fRo0fVs2dPhYeHq169evr999+1ZMkS50SquDMHDhzQ4sWL9f777ys2NlaTJk3SkSNHdPnyZXXq1EmvvvqqkpOTlZGRoYIFC3q63L9tzpw52r59u3r16qVatWopLi5Oly5d0q+//qqYmBglJCTo6NGjstvt2rNnj0JCQjxdcp6T+Xm+ePGizp8/r/Pnz6t169ayWq06d+6cTCaTSpcuLUkaO3aszp8/rxUrVhBukaeRochQrkKGcj0yFBnKXfJShqIphWyX2bGNiIjQ4MGDVbp0aV24cEEZGRl65ZVX9MADD+i1115TQkKC2rZtq3bt2nm65D915coVbdu2Tf/6178UFxen6tWr6/Lly7LZbBo8eLDuv/9+zZw5U2XLllWPHj0UFxcnu92uYsWKebr0PM3hcCgsLEzFihVTUFCQLl++rCtXrmjhwoU6deqUli5dKpvNpoIFC2rAgAGEqb/wv3/EnD17Vv/3f/+nwoULq1ChQkpKStK8efP01Vdfadu2bVq6dGmuDVKTJk1STEyMFixYIEmaMGGCDhw4oOeff17t27fPsh8yL2UwmUwqWrSop0rOszLfdxERERowYIDuv/9+HTx4UKVLl1bTpk3Vs2dPff3115o9e7ZCQkJ09epVbdy4UTabjfkpkGeRochQrkaGyl5kKDKUJ+S1DMXle8hWmW/yy5cv68UXX1Tv3r3Vq1cvnTp1Sjt37tTQoUO1YsUKDRs2TJMnT9bhw4dzbKCaOnWqoqKitGDBAnl7e+vbb7+Vj4+PZs2apXnz5mn+/PmKjY1VqVKllJiYKOn68Ge43oIFC1S6dGnNnz9fkvTcc88pODhY3t7eatKkierXry9vb2+lpKTk2VvvZpfMCTkz/zs+Pl6hoaGaNm2aDh8+rDJlyqht27bOx/39/XP1MP6GDRtq7NixevXVVzV16lRNmTJFEydO1KJFi2QYhlq0aOEMiz4+Prli4uDcymQyKS4uTmPHjlWfPn3Up08fXbt2TY0aNVKTJk0kSQ899JDCwsJUpkwZNWvWTFarNct7FshLyFCBni06nyBDZR8yFBnKU/Jahsp5FSFXSklJUWpqqgoVKiRJOnPmjMqVK6devXpJkvMs2PHjx7VlyxZNnTpV48aNU9myZT1Y9e09/PDDmjdvni5evKj27dsrPT1du3bt0ubNmzVz5kxdvHhRH330kdasWaO0tDRdvXpVgYGBDDd3gf/9Ar1w4YJq1qwpSXrppZcUHR2tNWvW6NVXX1WDBg3UrVs3SSJM/YWMjAznhJzDhg1TcnKyzpw5o3bt2iksLEzNmjXT77//ruXLlys5OVnLly/XypUrc/WdYp544gn5+Pho+PDhMgxD06ZN0+TJkzVx4kS9/fbbMpvNeuyxx1SwYMEcdxYpr7jxDF1sbKxMJpP69Okjh8Ohfv36qV27dmrevLlGjRql6dOn67nnnnM+N/M9C+QlZCgylCuRoVyDDEWG8oS8mqF4t+Cepaena/z48fr++++dy+Li4rR//35FRkZKuv4h8Pf3V0hIiJKSkiRJ5cuXz9F3Y7jvvvsUHx+v77//XgEBAerYsaNat26tr7/+WjNnzlSJEiU0YMAArVy5Uh9//LGCgoIIUy5gGIbzoD9+/HhFRkaqZMmSOn/+vEaMGKHIyEht2rRJAQEBunLliooUKeLpknMNi8UiwzDUvXt3eXt7a8SIEZo0aZIWLlyoXbt2KTU1VSdOnNAnn3yi48ePa/Xq1apevbqny74nJpNJDRs21OzZs/XJJ59o7NixkqTJkyfr4Ycf1vTp0/XVV1+JK9tdx2w268KFC0pOTpa3t7ckae/evQoLC1NoaKhef/11Xb16VadPn77pOzU3n2EGboUMRYZyJTKU65ChyFCekFczFE0p3DOLxaL+/furSZMmmjBhgmJiYlSvXj3VrFlT//znP3Xx4kXnh+DChQsqXrx4lufnpE76jeGufPny6tixo1atWqWYmBhnqGrbtq1+++03jRs3TpJUoUIFDuIuEhMTI5PJJMMwtGDBAiUnJ6tSpUqqUqWKvvjiC/38889666235OXlpZUrV+rcuXPOs3/4cze+z/ft2yfDMDRr1ixVq1ZNX375papXr65HHnlE3333ndq0aaONGzfq9ddfz5XzSqxdu1Zff/219u/fr6tXryotLU1eXl569NFHtXjxYu3Zs0cTJkyQdH1uhKeeeko1a9bkjyMXGzp0qCZNmqRSpUrJz89Pffr0Ubly5TR79mxJ0qpVq1SuXDkVKFDAw5UCrkWGIkO5ChnKNchQZChPy4sZKmeO30KukTnrf8WKFfX555/rl19+0euvv66pU6fqmWee0bp163T48GHVrFlTp0+f1smTJ/XGG294uuw/lRnuMoc6N2jQQF9++aWuXr2q4OBgFSxYUB07dlRKSor27t2r6OhowpSL9O3bV/Xr19cLL7ygXr166cqVK84D35NPPqmYmBjt2LFDI0aMUPHixXX48GG9++67KlmypIcrz9kyP7OGYSg+Pj7LrWFHjx6tiIgIbd++XRs3btSKFSv08MMPy2az5dhbjd/O1q1b9dprr8nLy0smk0mhoaFKSEhQmTJlVKlSJfn7+6tdu3Zas2aNrFarJkyYoJdfftnTZecL4eHhWrt2rRISEvTmm2+qd+/eSk9P19ixY5WYmKhTp05p8+bNknLe3cSA7EKGIkO5ChnKNchQZKicIC9mKO6+h78t84vZbrc7v2x3796tVatWqVixYpo2bZoiIiL0+eef6/z58ypTpoxefPFFWa1W53Nzitdee03Hjx933mXkxsk2e/XqpcDAQOeEkJKUmJio9PR05/wPyF7h4eG6dOmStmzZIknasGGDM6S/+uqrzvUOHz6sS5cuyWazqWLFiipRooSnSs4VMq9Ddzgc6tixo/r06aMqVaromWeeUdWqVWW1WrVy5Up5eXlp6tSpSklJ0dSpUz1d9t9y5swZlSlTRq+88op++OEHde3aVZUrV9a5c+d08eJFRUREKCoqSpL0+++/y2Qy6euvv1ZwcHCuOHjnJrf6vj9+/LiGDh2qZ599Vp06dVJUVJR27typ+Ph4BQUF6f/+7/9y9IScwL0iQ5GhXIUM5RpkKDKUJ+SbDGUAf0N6erphGIYRGRlp9O/f3+jatauxY8cOw+FwGB9//LHRo0cPY8SIEUZcXJxhGIaRkZFx03NzirS0NOODDz4w+vbta7Rt29Zo27at8emnnxpHjx41DMMwfvjhB6N///7GhQsXDMPIui3IfmPGjDGeeOIJ58+pqamGYRjG1q1bjapVqxrLli3zVGl5gsPhMKZNm2YMGzbMuWzNmjVG1apVjXXr1hknT540VqxYYTz00EPGkSNHPFjp3zdq1Chj9OjRzp9ffPFF45lnnjG++OIL57LMz/HVq1eNY8eOGZcuXXJ7nfnJyZMnjaFDhxqfffaZkZiYaBjG9fddmzZtjFOnTt3yOTntWAFkFzIUXIUM5VpkqOvIUO6VHzJULmmdIaexWCyKjIxUz5491bVrV1WvXl2PP/64DMPQE088IV9fX61cuVJDhw7V/PnzFRAQkOW5OcXq1av1xx9/6PLly3rrrbd05MgRffbZZ5o7d658fX31yCOPqEGDBjp27Jj279+vdu3a5aj5G/KaIUOGaM+ePSpRooSOHj2qypUry2q1yjAMPfXUU84JYTPvNIG7t2nTJu3atUv333+/c1nHjh3l5eWl999/X//6179ksVi0cuVKVa5c2YOV/n1xcXFq1aqV8+eFCxdqyJAhmjNnjtLT0/XII484RyYUKlSI25C7yI13iHE4HDp79qzef/99zZkzR6NGjVL58uVVp04dnT9/Xvfdd5/S0tJks9mcz89JxwogO5Gh4ApkKNcjQ5Gh3CW/ZSiaUrhrhmEoIyND77zzjvr06aMBAwYoKipKgwYNUnR0tMxms1auXKn4+Hj99ttvKliwoKdLvqXw8HDFxsaqZs2aiouL02+//aaGDRuqbt26CgsL08mTJzV//nxdvXpV586d0/bt29WyZUvZbDaGprpA//799ccff2j79u1avXq1wsPD9cYbb6hOnTrOSSXDwsJkNps1btw42Ww2de/e3cNV53w3HtQkqWHDhjp79qw2bdqkFStWqE+fPvL19VXnzp3VvHlzFSxYUGlpablqcsRMmd9NV69edd5yOfMgPX/+fA0ZMkSLFi2SxWJRo0aNnPMkIPtlDjePjo5WTEyMypUrp82bN+vYsWNavXq15s2bp5CQEO3du1cJCQlq1KhRljAF5FVkKDKUK5ChXIMMRYbyhPyYoWhK4Y4Z/3+iNJPJJKvVqpCQEH3//fdKTEzUzp07FRoaqp49e2rKlCn6/PPP1b59e7Vv317SzV/qnjZ69GjFxMToww8/dC5LS0vT2bNnnZP5VaxYUQ8//LCOHTumwMBAtWnTJldOVJgbfPrpp/Ly8tIHH3wgSerSpYtSU1P10ksv3RSqOnbsKKvVqho1aniy5Fwh81pywzD0ww8/KCMjQ8WKFdOIESMkSTt27JDFYlHPnj0lSQEBAbJarbn2fZ75/XTt2jXnwdlmszn3Q2aomjJliiZNmqQmTZp4uOK8yeFwyGKxKCIiQoMHD1ZaWpoqVqyofv36qUGDBpo8ebIOHDig8+fP6+LFi9q3b592796t5s2be7p0wGXIUGQoVyFDuQYZigzlCfk1Q9GUwh3J7NgmJiYqJSVFhQsXVp06dXTy5ElduXJFPXv2VO/evSVJ27Ztu6lbm5PCVEREhC5evKj3339fkpSSkqIjR45o/PjxSkhIkN1uV58+fdSzZ0/5+fnp/vvvzzJMF9mvefPmatmypaTrwb1KlSp67rnnJOmWoSozqOPPORwOWa1WORwOde/eXVarVdHR0bpy5YpGjBihvn37SpK2b9+u1NRU9evXL/dMhvg/JkyYoIceekhPPvmkTCaT81KX06dPKyQkRCaTSRaLRSaTSfPnz9ekSZNUrlw5D1edd5nNZh0/flz9+vXTCy+8oEqVKmnatGlavXq1UlJS1KxZM9WpU0d16tTRww8/rFmzZumnn37K9YEK+DNkKDKUK5Ghsh8ZigzlKfk1Q+XOTw/cKrNje/ToUU2cOFHx8fFq27atBgwYoBYtWig5Odl5N4b58+fr0qVLatasmafL/lPp6elKSkpSXFycTpw4of/85z9asmSJWrRoobCwMP34449av369OnfuLG9vb0+Xm+cZhuE8kBs33La0QoUKzlA1btw4TZ48WfXr1/dYnblN5h8xzz//vEqXLq1Zs2YpKipK3333ncaOHauCBQsqPDxcycnJ+s9//qPOnTvn2jshNWnSRKNHj5bValW9evV07tw5DR8+XIULF3b+cVe6dGmZTCY9/PDDmjRpkmcLzuPS0tK0evVq9e7dW7169dLFixdVpkwZnTlzRmvWrJG3t7caNmwoSSpcuLBatmypWbNm6fnnn8+170Hgz5Ch4EpkKNcgQ5GhPCW/ZiiaUvhLZrNZJ06cUM+ePdWvXz898sgjqlq1qi5fviyLxaK4uDhNnz5d0dHRKly4sDZt2pQjb1mcKSgoSOfPn9eQIUMUGxurUqVK6aWXXnJeW1+lShX98MMPMgzDw5XmDzdej/6/16ZXqFBBffv2VVJSkmbMmKH169fL29uba9hvY+/evapdu7a8vb0VHR2tjIwMDR8+XJJUtGhRPfXUU4qKitLSpUvVsmVL53wIuflA1qJFC82bN0/Dhw/XuHHjVLFiRXXr1k1ly5bV0aNHdeHCBV25ckUnT57UI4884uly85wb/xCSrg/3P3bsmCpUqCCHw6GhQ4fq6aef1gMPPKCwsDBdvHhRffv2VceOHZWWlqaff/5ZknLtWWbgdshQcCUyVPYiQ5Gh3I0MdV3urh5us2XLFnXu3FnPP/+8Tp48qR49eigxMVFRUVFat26dpkyZIrPZrBIlSshsNjuvP86JSpUqpXXr1mn37t0qX768QkNDVaVKFefjmzdvltlszvUTxuVkN34B/++X8f8qX768hg4dKj8/P/n4+LirxFypT58+slqtzssq4uPjtXfvXh09elQlS5Z0/pEQGhrqDKalSpXyZMnZpkmTJpozZ4769++vokWLqn79+goODlb16tU9XVqelpCQoEWLFunSpUt68MEH1ahRI5UtW1bPP/+8qlWrpnHjxqlkyZLq2rWrYmJiVK9ePTVr1kxPPfWUpOt3h/H399fcuXNz5cSwwJ0gQyE7kaFcgwxFhnI3MtR/5cwjHnKEGw90xYoV09KlS3X58mX98ssvKl++vCZMmKDRo0dr165dGjBggPN5mddh52QVKlRQhQoVJF0/6EiS3W7XunXr9M4772jt2rW5/sOdU90Ytv/qTHDme7Bs2bJuqi73Cg8PV2pqqlasWOFcVrZsWbVu3VqbNm1SyZIlnbcnvnz5svz9/ZWWlpZrJ+S8laZNm2rlypXq3bu3fvzxR7Vo0cI5BD8zTHKGOPskJCTo6aef1v333y8/Pz+tWbPG+Xlt3LixLBaLUlNT9eCDD0qSZs2apSJFiqhXr14ym83Ou/pkzs0B5CVkKDKUK5ChXIMMRYZyNzJUVjn7qAePyDzIZX7ZGoahxx57TGfOnJHNZlP//v3VsWNHSdJ9993nnBAvU06akPOvXLx4UR06dFDJkiUVEhKiU6dOafXq1apataqnS8uTbpw4ctKkSTp//rxatmyp5s2bKzg4+Kb1OfjdmfDwcEVHR2vDhg3OZQkJCfL19VX79u21fv16jRs3TvXq1ZPJZNKWLVu0YsWKPPlHQ/369fXuu+9q9OjRstvtat26tcxmM++lbJaQkKBOnTqpUaNGmjx5siRp4cKF2rFjh1q2bKnY2FhVrFhRFotF69ev19atW5WSkqKtW7fKbDbL4XAwkgJ5EhmKDOUqZCjXIEP9FxnKPchQNzMZXPSNG2TedvjYsWN65513ZLfblZGRoREjRjivbT1w4IAkacOGDfr999+1devWHH9W78/Y7XZ99dVXOnjwoCpVqqTatWvnmaG4OU3me8swDHXq1ElFihRRcHCw9uzZo+7du6tLly4KCQnxdJm5ztChQ3XmzBlt3brVuezs2bN66aWXNG7cONWqVUs///yzfvjhB+3bt08VKlRQp06dVKlSJQ9W7Xq7d+/WpEmTtGvXrjwZHD0pJSVF7du310MPPaSpU6c6P9tLly7V6tWrFRwcrAsXLuiVV15Ro0aN9PXXXyshIUFdunSR1WrN0ZcmAfeCDEWGchUylGuQoW6NDOU6ZKhby3tbhHuSOSFnr1691LVrV1WtWlWffPKJOnTooC1btigoKEjr16/XiRMnVLJkSW3ZsiVHT8j5V7y8vNSiRQu1aNHC06XkeZlnf5cuXar777/fefeOjz76SHPnzpXZbFbnzp0JVXfhxIkTOnfunPz8/JzDeM+cOaOePXuqU6dOqlWrliSpdu3aql27tvr27ZurzsLfi+bNm6tBgwaEKRf49ttvJUk+Pj7O992uXbv01ltvadq0aSpatKg+++wzzZs3T82aNVOHDh2cz83IyMiTYQqQyFBwHTJU9iND/TkylOuQoW6NkVJwyrz2fMaMGUpNTdXEiRNlGIa6deumSpUqqUePHipWrJh8fHyUkZEhPz8/mUymPNuxRfZbu3at3nvvPdWtW1ezZ892BvHNmzdr8eLFatmypZ599lkVLVrU06XmCpln3RcvXqz09HSNHTtWgwYN0tNPP61BgwY518kvIQruYbfbtWPHDv3zn/90jo6YNm2aZs6cqaZNm0qSdu7cqXXr1mnp0qV5as4N4M+QoeBqZKjsRYaCJ5Chbo1PGZSRkSFJSkxMlCT98ccfzgksM+cKmDJliiZMmKANGzbIx8dHBQoUkMlkyhUTcsJzHA5Hlp//8Y9/qEGDBtq7d6/+/e9/O88Md+rUSX379tVXX32VK88We4JhGDKbzapbt67Cw8NlsVj09NNPq1WrVho0aJAcDgdhCtnOMAx5eXmpbdu2at++vQ4fPqzRo0dr2rRpzjAlSXv27FHhwoXz3JwHwP8iQ8FVyFCuQ4aCJ5Ch/hxHwnzO4XDIYrHoyJEjGjlypFavXq1ChQpp5cqV2rJli2rXrq0pU6ZIuh68brztr5S7JuSEe2We/TUMQxEREZKu30p63Lhxmjlzpt59911lZGQ4h/1369ZN7dq1k7+/vyfLzjUyJ500mUzOUGU2m/Xbb7/p2rVrCggIcP6xBGQXk8nkDFXt27d3ToD67bffqmnTprJarRo9erQiIiK0ZcsW5/pMkoq8iAwFVyFDuRYZCp5AhvpzXL4HxcTE6KWXXnJ+KV+6dEnjxo3TTz/9pO+++052u10zZsxQRESENm7cyFkY/KXMs0sOh0N9+vRRenq6oqOjlZSUpFmzZik0NFTvvPOOjh8/rl69eqlVq1aSlG++eLNT5j4zDEM//vijFi1apLS0NC1YsEBBQUGeLg95VOb7zm63a9u2bdq2bZsqVqyouLg4RUZGasuWLbLZbFyahDyPDIXsRoZyHzIUPIEMdTNO0eRTmb3IxMREzZgxQ4cPH1aNGjUkScHBwRo2bJjq1aunli1bavDgwbp8+bI+/PBDWSwWzhzgtm68Q0yfPn1UokQJrVy5Um+//bbCwsLUr18/xcbGavDgwSpZsqQ2btzovOyBMPXnbvW5czgcWc6i1K1bVy+++KKSk5M1evRoORwOcd4B9+JW758bQ3zm2b4OHTro66+/1rFjx/JlmEL+QoaCq5ChXIMMBU8gQ905RkrlQ5kfhtjYWAUEBOjLL7/UggULFBwcrLFjx6pixYrOdY8eParAwEAVKVJEZrM5331AcHduPEt35swZjR8/XgsWLFBAQIBznfHjx+vMmTNauXKlIiIiFBwczKScfyFzMlOHw6Ht27crODhY1atXV+HChbME2MyD3M8//6yQkBCVLFnS06UjF8t83129elWxsbHy8vJScHCw/Pz8slxaknm277vvvlPjxo1lsVg4ViDPIkPBVchQrkGGgieQoe5O/tpaZPmAzJ07V/7+/ho1apSsVquWLVumpUuXql+/fs5JOitWrOic84AJOXE706dPV0BAgPOOJZcuXdLevXt18eJFBQQEOL9gK1SooDNnzkiSqlat6smSc43MMNWxY0ddu3ZNvr6+qlChgl555RWFhITcFKoeeOABT5eMXC5zrpyIiAi9/PLLslqt8vb2lslk0ptvvqnixYtLyjo/QuYknXn5lsXI38hQcBUylOuQoeBuZKi7x+V7+UjmB+TYsWOaNGmS9u3bp82bN2vhwoV6+OGH1adPH0VFRWnp0qU6evSopKyTcDIhJ/5MRkaG2rdvr0GDBmnx4sVyOBx66KGH1LBhQ61cuVIxMTHOL9jU1FQVKlRIqampDIv+CzcON9+xY4dq1KihPXv2aMCAAbLb7ZoyZYqioqKcc08wdB/ZxWw269KlSwoPD1fHjh21adMmDRkyRPv379f27dud781bzWHCnDnIi8hQcBUylGuQoeApZKi7xxEyHzGbzTpz5oy6deumunXras6cOerRo4cOHz6sBQsWqEmTJurZs6cOHz6s3bt3e7pc5BKZQb1mzZo6dOiQPvjgAw0aNEiGYeiZZ57R2bNnNWrUKK1Zs0Zz587VsmXLFB4e7jxjgFu7cbj5hg0b9Ouvv6p69eqSpDZt2qhDhw6y2+2aNm2aLl68yB88yHbnzp1T1apV1atXLzkcDs2cOVNdu3ZVy5YtNXv2bNntdk+XCLgNGQquQIZyDTIUPI0MdXfy39iwfG7v3r1q1qyZevXqJUmqUaOGNmzYoA8++EA+Pj4aMGCAgoKCnBN2AreTedDPVKNGDc2cOVOzZ8/W0KFDNX/+fIWEhGjz5s3auXOnQkNDtWrVqptui42sMkOqw+FQmzZtZLVaFRkZqWbNmqlBgwaqUKGCWrVqJYvFomXLlmn27NmaOXNmvj27guyRecbu6tWrstlsunz5sg4dOqT4+Hg999xzKlOmjCZOnKj58+fr1KlT8vLy8nTJgFuRoZCdyFCuQYaCJ5Ch7g1NqXzgxqGB0dHR+umnn2S3250fhg4dOmjVqlXatm2bHA6HnnvuOdlstpsOlsCNbjwLNW3aNJ0/f16NGzdW165dNWTIEL311lsaNGiQFixYoDp16iglJUU2m4331B3IPGP3+eef64EHHtD06dO1bds2rVu3TuvXr1eXLl1UqVIlPfHEEzKbzapRowb7FfcsM0yNGjVKw4YNU7NmzbR+/Xo1b95cTZs21axZsyRdn7y5VKlSHq4WcA8yFFyBDOU6ZCh4Ahnq3jBWMQ9zOBySst4itlmzZipSpIj++c9/Oq9n9fb2Vo0aNVS3bl399NNP+v333yXl32ta8dduDFNPP/20Ll68qIcfflitW7eWxWJRw4YNNWLECEVHR6tbt25yOBzy8fHhPXUHMueI6NOnj2bMmOGcMLd9+/bq2rWrfvnlF23atEkRERGSpBYtWqhEiRIeqxd5S1BQkBISErRs2TL5+fmpZcuWCg0NlcVi0eeff66hQ4fq9OnTGjNmjKdLBVyKDAVXIUO5DhkKnkSG+vtoSuVRGRkZMpvNOn36tJYsWaJFixbpww8/VLVq1VSjRg19/PHHmjp1qvbu3athw4bp0qVLmjBhgmJjY/Xll196unzkcJnBaN68eapWrZoWL16snj17at26dXrhhRc0cuRI1axZUwMGDJCXl5eioqI8XHHOlxmkMv8AGjx4sOLj4/Xdd98pLi5O0vUz8r169dIXX3yhjz/+mOvRcc9u9R4aM2aMrly5opMnT+qZZ57RgAED5HA4tHPnThUtWlRbt26V1WrNMokskJeQoeBKZKjsR4aCJ5Chsg+X7+VRFotFkZGR6t27t5o3by6bzaZNmzbpm2++0aRJk/TJJ59o9+7dWrBggQoVKqT33ntPXl5eql27tooWLerp8pFDTZgwQRUrVnTOp+Ht7a0LFy5ow4YN+uijj3ThwgX1799fkyZNUp06ddSnTx899NBD8vPz83DlOVvmrZ4lKTExUfHx8apbt67Wrl2rzp0764033tCoUaNUuHBhtWvXTlarVTVr1uR6dPxtKSkp8vHxkZeXl86fP69vv/1WzZs3V+HChXXfffcpKSlJu3bt0sCBA/X444/r8ccfz/J8Lk1CXkaGgiuQoVyDDAV3I0NlP5pSeZDD4VBaWpreeOMNdevWTYMGDZLdbtf3338vf39/mc1m9ejRQz169FB8fLwSEhLk5eWltWvX6pNPPtG6des8vQnIgex2u9q1a6cHH3xQq1evVs+ePfXQQw/pyy+/1GeffaZq1app9erVMpvNOn78uPNgT5i6vYyMDFmtVjkcDoWHhysjI0P79+9XWFiYevXqpS1btqhjx46yWq0aNmyYChcurFatWnm6bORiGRkZGjZsmDp06KBWrVpp69at2rVrl+bPn68XX3xRjz32mMaNG6dXXnlFTzzxhPPyhxsRppBXkaHgCmQo1yBDwd3IUK5hMjLHOyJPsdvtev755zVhwgRVqFBBHTp0UNWqVTV58mR16dJFo0aN0iOPPKJLly5p/vz52r9/v2w2m9544w3uGoObOBwO58SR+/fvV//+/dWhQwdNmDBB6enpio+PV2JiokqXLq21a9dq/vz5Wr9+vcqXL+/hynOHzFs/33fffQoPD9cvv/yijz/+WDabTdOmTdOFCxcUFhamnj17auzYsdy6GPckLS1N58+fV9GiRTVv3jyNGzdODodD77//vr755hvFxsaqSpUqunTpkvr06aMWLVp4umTArchQyE5kKNciQ8GdyFCuwUipPCApKUnr1q1TRkaGKlSooBYtWshms+nq1atav369Dh06pCpVqmjmzJmKjY2Vw+FQuXLlJEkhISEaPHiwkpKSFBQUpMKFC3t4a5DT3Dgs2m63q2zZsnrttde0aNEijR8/Xq+99pqsVqtmzZqlI0eOyDAMLVu2jDD1F268e9O///1v+fj46M0335QklS9fXmXKlNHkyZO1fft29e7dWxs3bpSfnx9hCvfEMAzZbDaVLVtW33zzjT755BNduXJFc+fO1QsvvKDWrVvr4sWLevvtt7V//34VLVqUQIU8jQwFVyJDuQYZCp5AhnIdRkrlcgkJCQoLC5O/v7/S0tJ07NgxzZ49Wy1bttT27dv15ptvqlChQtq2bZskaezYsTp37pxWrlzJFzP+0o13iBk2bJguXLigSpUqaciQITpw4IDefvttPfDAA3rttdd0/PhxJSQkqGTJksyp8Rfmzp2r0qVLq02bNvLz89Mnn3yixYsXa9WqVSpUqJDMZrNMJpNefvllXbt2TfPnz3eGWuDvyvw8p6WlyWazSZK+/vprvfnmmypdurQWLVrkXNdut+vEiROqVKkSw8yRZ5Gh4EpkKNcgQ8ETyFCuxSc0F0tISFDHjh3VqFEjTZo0SefOndPo0aMVERGhli1bqkGDBurZs6e2bt2qjh07KjAwUElJSc5r1m8cTgzcisVikWEY6ty5s8qVK6dx48YpMTFRJUqUUP369eVwOLR06VKNGjXKeYYKf+3cuXP67LPP5OvrqyeeeEKFCxfW+fPndfDgQTVp0sS5XoECBRQSEkKYwj3LDFORkZFatGiRAgMDVb9+fbVq1UqGYWj27NkaPHiwFixYIEny8vJS1apVszwXyEvIUHA1MpRrkKHgbmQo1+NTmkslJCSoU6dOevjhhzVx4kRJUunSpVW5cmWVLFlSklS0aFH17t1b7dq10/79+xUcHKwHH3xQFosly3Bi4Ha+//57FSpUKEtgSk5O1vfff6+SJUuqT58+Wrt2raKiohQSEuLBSnO+zOHms2fPVv/+/fXOO+/IZDKpTZs26t69uwYNGqRXX31VISEhOnv2rHbs2KG1a9d6umzkcoZhyGKx6OjRo+revbuaN2+ukydP6scff1RqaqqeeuopSdJbb72lnj17avXq1VmeT5hCXkOGgruQobIPGQqeQIZyD46ouVBKSoqefPLJLGFKkr788kt98cUXMpvN2rlzp4oUKaKAgAAFBQWpTZs2zvUy71QB3IlLly7pyJEjzuGqGRkZMpvNWrlypZ544gn169dPLVq0UMGCBT1dao5mGIa8vLxkt9s1ePBgBQcH69ChQ5oxY4YkaeTIkQoKCtKaNWvk5eWlQoUKacWKFapYsaKHK0duZhiGTCaT4uLi9PLLL2vw4MHq1auXduzYoTVr1mj58uWSpKeeekp2u12ff/45I0CQp5Gh4E5kqOxBhoInkKHch6NqLpSamqpr164pNTVVV65cUdGiRfXpp59q5MiRqly5sn7//Xft2bNHMTExSk9P11NPPeX80pbo2OLP3WqIaaNGjVSsWDEtW7ZM/fv3l8VikcViUa1atVSgQAGZTCbC1B0wmUySpFGjRsnb21vTp09XRkaGZs2a5Tyo9e3bV506dZLFYmG/4p4kJycrMjJS999/vyQpJiZGJpNJvXr1UkJCgnbs2KFmzZrp2LFjeuutt3T27FkNHjzYOSEnoQp5FRkKrkKGch0yFNyJDOV+NKVymYyMDBUqVEifffaZOnXqpNdee02PPPKIZs2apffee08NGzaUdL2ze+rUKcXFxalWrVoerhq5wY0Tcm7atEkOh0M2m02dOnVSs2bN9N133+nKlSvq1KmTvvvuO3388cf64IMPPF12rpKQkKDo6Gj1799f0vU/bl5++WW98soreuONN5SSkqInnnhC/v7+Hq4Uud2qVau0ePFivfPOO2rYsKFMJpP8/f31xx9/6Pnnn1eFChU0YMAALV++XCdOnNDBgwezhCjCFPIiMhRchQzlemQouAsZyv1oSuUymXMZhISEaPPmzercubP+9a9/adasWWrYsKFzngOTyaSyZcs6zyww/wH+SmaYCgsLU6FChRQcHKzvv/9eX375pcLDw1WkSBFt3rxZP//8s3x9fbVixQrnbbFxa/971tTHx0d+fn7at2+f6tevLx8fH0lShw4d9Omnn+rf//63WrZs6alykYe0aNFCly9f1quvvqopU6bo4Ycf1ttvv60jR47Iy8tLr7/+uiTp4MGDatmypV544QWZTCbnUHUgLyJDwVXIUNmPDAVPIUO5H0fYXMhqtTpD1datW/X0009r9+7dqlevnkqUKOFc78YPBWEKd2L69OkKDQ3VvHnzJElDhgzRhQsXVKpUKVWtWlXdu3fXtWvXZLPZ5Ovr6+Fqc7bMP2IMw9CRI0cUFBSkkJAQNW7cWFu3blX16tXVuHFjFSpUSIcPH1bbtm3Vv39/hpvjnmS+7ypUqKCePXvK4XBo/PjxmjZtmho2bCgvLy9FRERo0aJFOnHihE6ePKmZM2cSppBvkKHgKmSo7EOGgieQoTzHZBiG4eki8Ncy3+g3vuEzPzhRUVHq1KmTatasqYkTJ2YJVcDdGDNmjBo0aKCnn35aI0eO1MmTJ7VmzRoNHz5cjz32mLp06eLpEnOFzM9pRkaGevfurXPnzikoKEidO3dWt27dNGXKFP38889KTU1V9erV9emnn2rjxo2qUqWKp0tHLvVntxw+e/as3nvvPf3nP//R1KlT1ahRI82dO1e//vqrChQooLlz5zon32WuHORVZCi4Axkqe5Ch4G5kKM/j1E8Ol/kmz7zby413fbnxbN/mzZvVtGlTlStXTmPGjPFw1cgNYmNjlZ6eLovFouDgYBmGocuXL+vQoUOKiIjQsWPH9OGHH8rHx0exsbEc7O/QjdeUv/rqqypevLgmT56sNWvWaOfOnTIMQxMmTND+/fv1888/q0CBAnrxxRdVtmxZzxaOXCspKUkvvPCCAgMDVaJECVWtWlUFCxZUzZo1FRQUpG7dusnX11fjx4/XwoULNXz4cOdn32QycWkS8iwyFFyFDOUaZCi4GxkqZ2CkVA6WGaYiIyO1ZMkSxcfHq3nz5goLC8syPDDzwxAbG6tChQrRqcVfmjx5sk6dOqWjR4/Kx8dHXbt2Va9evXTgwAENHTpUDodDP/zwgyTpww8/1Lvvvqt169apePHiHq48dzAMQ1OmTJHdbtfo0aMVGBiohIQEvfPOO/rpp5/0+OOPq2fPnnxWkS1OnTqlJ598UpLUuHFjXbp0SbGxsc6wdN999yk9PV2HDx+WzWbThg0bVK1aNUliuDnyLDIUXIUM5VpkKLgTGSpnoK2Xg1ksFh0/flxdu3ZVnz595HA4VL9+feeQVovFIsMwZLVa5XA4VLhwYUl/PgQRkKQBAwYoOjpa48aNU2xsrCIjIzVnzhwdP35cffv21YgRI/Tmm2+qX79+8vX11aFDh7RgwQLC1F04e/asfvnlFx09elT9+vVTYGCgChYsqAEDBui9997TRx99JMMw9Oyzz3JAwz0rW7asduzYoWeeeUahoaGaOnWqAgMDdfnyZUVERCgxMVE//fSTihcvLrvdrsqVKzufy3sPeRUZCq5AhnI9MhTciQyVMzBSKofK/J9lwoQJ8vb21quvvup87OLFi/r8888VFhbGRIm4KwMHDtTVq1dvug3xv//9bw0aNEiDBg3SwIEDdfz4cX311VcqUaKEatSoodDQUA9VnDvcaujuiRMnNGzYMHl5eWnTpk3O5fHx8Vq5cqWefvpplSpVyt2lIg/77bff1L17d7Vq1Urjx4+/7YSv/OGNvIwMBVcgQ7kGGQo5ARnKs8yeLgD/lZCQoCFDhshut8tkMslkMikuLk5FixaVJNntdhmGoaioKG3fvl0XLlzwcMXITYYNG6YzZ844w5Tdbpd0/fr9Rx99VGPHjtW7776rEydOqEKFCnr22Wf15JNPEqb+QuYcJQ6HQ5MmTdKkSZO0du1alS9fXvPmzVNiYqI6derkXN/f318vvvgiYQrZrlatWlq3bp127dql6dOn6+rVq87H0tPTJV3/Y90wDMIU8hwyFFyJDOUaZCjkFGQoz6IplQNkntFLSUnRgw8+qPT0dCUkJEiSChcurE2bNik1NVVeXl4ymUyqVq2aTCYTHwjcsZiYGO3fv19Vq1bV2bNn5XA45OXlJcMwnBNKPvLIIwoICNC1a9c8XG3ukXlgcjgc6tChg44fP664uDgtXLhQS5YsUbly5bR48WLZ7XY98cQTzucx3BeuUrNmTa1du1affPKJZs+erdjYWEn/vaV95h/rQF5BhoKrkaFcgwyFnIYM5Tk0pXKA06dP68iRIypSpIh69uypIUOGqGPHjkpOTtbAgQNVtGhRde/eXSdPnlRUVJSmTp0qq9WqMmXKeLp05BLBwcFavny5jhw5ojfffFNHjx6VJOckfpLk4+OjkiVLyt/f35Ol5iqZB6aRI0eqevXqWr16tZ577jnVqlVLK1as0OLFi1WuXDnNnTtXQUFBOnv2rIcrRn6QGao2bdqkjRs3erocwKXIUHA1MpRrkKGQE5GhPIM5pXKAKVOmyGw2q2HDhjp58qRat26tfv36qXDhwlq0aJEuXbqkWbNm6bffflOlSpVktVr13nvvyWazZbl1KvBXIiMjNXToUFWpUkX9+/dX1apVnY+tXLlSu3bt0ttvv63AwEDPFZmLGIah1NRUPf/885o4caIqVqyoV199VT4+PgoODta7776rZ555RuPGjVNaWppsNpunS0Y+cuLECZUpU4ZbFSNPI0PBXchQ2YsMhZyMDOVeHIlzgKZNm2rv3r0aMmSIkpOTVbJkSS1fvlxXrlzRoEGDVKpUKb3//vtauXKlZs2apWXLlslmsyk9PZ0whbtSqVIlzZs3T0eOHNE777yj33//XZK0bt06LV68WBMnTiRM/YWPP/5YGzZs0N69e2UymZSamqrExET5+Pjotdde0+HDh/Xqq6/qH//4h0qWLKnPP/9cUVFRhCm4Xfny5WW1Wp1n8oG8iAwFdyFD3TsyFHILMpR7MVLKgzLP0GVkZKhDhw6Kj49X+/bt1bZtW1WpUkVRUVHq1auXgoODtWTJkix3AeDsHu5F5tm+evXqqWDBgtq0aZOWL1+uGjVqeLq0HO3FF19URESEvLy8dPLkSc2ePVtt2rRRUlKSkpOTNXLkSM2cOVMhISFasmSJLl68qJEjR972Dh4AgLtHhoKnkKH+HjIUgD9DU8pDMgNR5m1QT58+rfPnz2vu3LmqWbOmunTpoqpVqyoqKkqdOnXSo48+qtdee83TZSMPiYyM1HPPPaeEhAStW7dO1apV83RJOVp4eLhiYmK0evVqxcfHa/LkybLb7Vq0aJEsFouuXr2qNm3aqGXLlipVqpSWLl2qFStWqEqVKp4uHQDyFDIUPI0MdXfIUABuh4skPSAjI0MWi0XHjx/XypUrdfbsWU2cOFGNGjVSTEyMVq1aJbPZrN69eysyMlIfffQRw4GR7SpVqqR169ZJErcs/gsDBw7U1atX9eGHH0q6PulpuXLlZLPZnHdwCgoK0pAhQ/TRRx/p6NGjWrp0KWEKALIZGQo5ARnqzpGhAPwVRkq5mWEYMplMioiI0HPPPaeuXbvKbDYrPDzceReKL7/8UgsWLFBsbKz8/f21detW5xB1bmEMuNewYcMUGRmpjz/+2LksKipKgwcPVvny5RUWFqaAgAAVKVJEhmEoODhYSUlJ8vPz82DVAJD3kKGA3IUMBeBOMFLKTTLDkMlkkt1u19y5czVo0CB169ZNCQkJmjx5smJjY1WqVCmNHj1aISEhOnfunJo1ayaz2SzDMAhTgJvFxMRo//79ql+/vk6dOqWyZcvq4sWLCgsLk81mU0JCgr799lvFxsYqPT1dtWvX1vvvv8/8BwCQjchQQO5DhgJwpxgp5QYpKSnq3LmzFi9erNDQUKWkpKhfv35q2LChChYsqJUrV6p06dIqW7as/vOf/2jx4sVZbjPL2T3AcyIjIzV8+HDVrFlTrVq10oQJE9S1a1f17dtXqampMgxDJ0+eVHR0tMqVK6dy5cp5umQAyDPIUEDuRYYCcCdoSrnJ7t27Vb9+fR06dEj169fXsmXLtGjRIj388MOqVq2aBg4cKEnq3r27hg4dqoceesjDFQPIFBkZqWHDhunUqVN65plnNHHixCyPZ15SAgDIfmQoIPciQwH4KzSlXMxut8vLy0uSNHPmTC1fvlzvv/++GjdurNjYWNlsNjkcDhUqVEhjxoxRZGSkNm7cyFk9IIc5deqUBg8erJo1a6p3797OM/GEKQBwDTIUkDeQoQDcDk0pF8r8oo2KipLdbldoaKgmTJig7du3a/78+WrYsKGOHDmi3r17q1KlSkpPT9e6detks9kYbg7kQJGRkRo6dKiqVaumZ599VjVr1vR0SQCQJ5GhgLyFDAXgz9CUcpHMQPTHH39oyJAhSklJ0ZtvvqnQ0FC98sor2rVrl+bNm6fGjRvr+++/V2BgoCpVqiSLxaL09HRZrcxBD+REx44dU58+fdSkSRNNmjTJeRYfAJA9yFBA3kSGAnArNKVcwOFwyGw26/fff9fcuXNltVr1zTff6L777tPChQtVpkwZjR8/Xrt27dLrr7+uFi1a3PRcADnX8ePHZbPZVKZMGU+XAgB5ChkKyNvIUAD+F00pF7ly5Yq6dOmifv36qWPHjnI4HAoPD1dCQoLmzp2r0NBQDRkyRAkJCVq2bJmnywUAAMgRyFAAAOQfNKVc5Ndff9XEiRO1fv16+fj4OJe3atVKQUFBmjlzpkJDQzmrBwAAcAMyFAAA+QdHchfJyMhQYmKizp8/L0lKTU2VJD366KP67bffNGrUKF27dk1ms1lpaWmeLBUAACDHIEMBAJB/0JTKBhkZGZKuh6bExEQ5HA7df//9CggI0Ouvv66kpCR5e3tLkpKTkzVz5kzFx8dr6tSpkiSbzeax2gEAADyFDAUAQP7G5Xv3KHPo+NGjR/XWW2/p0qVLCg4OVrNmzfT444+rV69eKlCggCpXrqzY2FhFRkZqz5492r59uz755BO9/fbbnt4EAAAAtyNDAQAA7pl7j8xms06cOKFevXqpX79+qlChgg4dOqQPP/xQFy9e1I4dO/Tuu+8qJSVFxYoV08KFCyVJERER8vPz49bFAAAgXyJDAQAARkrdI8MwNGfOHBmGoVGjRkmSkpKS9Omnn2rlypV68803VbFiRUlSZGSkLly4oEOHDmnZsmVau3atqlSp4snyAQAAPIIMBQAAmFPqHplMJp0+fVqXL192LvPz81ODBg0UFRWlyMhISdeD144dO7Rq1SodOHBAa9asIUwBAIB8iwwFAAAY83wPMgeZVapUSYcPH9aRI0ecIalEiRKqVq2a/P39JV0PXkOGDJHFYlFqaqpz0k4AAID8hgwFAAAkRkrdE5PJJJPJpObNm+vUqVNasWKFtm3bpsuXL2v06NGKi4tTw4YNJV2fzNNisUgSYQoAAORrZCgAACAxp9QdSUpK0rJly9StWzcVLlw4y2OGYchkMunnn3/WsmXL9Ouvv6pkyZLy9fXVO++8I5vNpoyMDGeYAgAAyC/IUAAA4HZoSt2B48ePq02bNurcubNGjhypwMDALI9nBqaEhAQlJibK4XCoePHiMplM3BkGAADkW2QoAABwO1y+dwcqVKigzZs3a/v27XrjjTcUFxfnfMwwDFksFqWlpemzzz5T0aJFVaJECZlMJjkcDsIUAADIt8hQAADgdhgpdRcOHjyo7t27q02bNnrppZecZ/vS0tLUr18/nTx5Ul988YXMZnp9AAAAmchQAADgVjjy34WaNWtq7dq1+vjjjzVz5kwlJCQoIyNDAwcOVHR0tHbv3i2z2Sz6fAAAAP9FhgIAALfCSKm/4eDBg+rRo4dat26tixcv6sKFC9qxY4dsNhvzHwAAAPwJMhQAALgRTam/6dChQ+rUqZNKly6tnTt3EqYAAADuABkKAABkoil1D86dO6cSJUrIYrEQpgAAAO4QGQoAAEg0pbIFYQoAAODukaEAAMjfaEoBAAA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     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": "<Figure size 1200x800 with 1 Axes>",
      "image/png": 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JnENN037bmqhNmTKFlStX8uuvv3LmmWcybNgwQkNDWbNmDQD//Oc/mTFjBnl5eYSGhgLw0Ucf4ebmxvnnn99iW5dddhnvvvuuI1ErKipi3759zJ49WxK1HkgSNSGEEEII0SstPWcp93597ym3qNn5u/i3qUXtjrPvaHOMDzzwAKNGjeLjjz9mxYoV1NTUEBERwa233soll1xCQkICp512Gtu3b2fBggUAvPHGG1x99dVoNC2rUV5yySU8/vjjZGRk0K9fPxITE5k8eTLOzseOWXRPkqgJIYQQQoheaUb8jDa1bFltVqLWR5FXndfqODUVKsI8w8hYkNHupfrVajWXXnopl156KYqikJaWxvvvv8/SpUsxGAycddZZzJ49mzVr1jB//nwOHjxIamoql19++RHb8vX1Zfz48bz33nssWrSId999l3Xr1h0xbk30DFJMRAghhBBC9GkatYb1k9YDTUlZc/bf101a1+5J2q5duxg+fDiVlZVN+1KpiI2NZcmSJcTHx3PgwAEALrzwQsf6b775JpdccgleXl6tbvOyyy7j/fffZ/fu3bi5uREfH9+uMYvOI4maEEII0YMoypFX+4UQp27aoGlsv2I7oZ6hLZaHeYax/YrtHTKP2hlnnIGfnx933XUXf/75J2azmdraWnbs2EFmZibjx48HQKvVMnPmTN5++20+/fRTrrnmmqNuc9y4cZjNZh544AFmzGjbODnRPUmiJoQ4wuzZs4mLi2PmzJlHXWfRokXExcVx5513nvL+du/eTVxcHLt3727zc3Jzc4mLiyMx8fjz2mRkZLBq1Sr+7//+j6FDhzJ+/HgWLVpEcnL7DTDvaifzGnakuLi4I24JCQmMHj2aG264gf3797fLfhITE4mLiyM3N/f4K5+CH3/8kfnz5zN27FiGDRvGxIkTWbNmDaWlLce0TJgwoV3+J45mz5493HTTTR22fSH6ummDppG5IJOv53zN69Ne5+s5X5OxIKPDJrvW6/W8/vrrGAwG/v3vfzNy5EjGjx/Pjh072Lp1KzExMY51r7zySnbt2sXgwYOJjY096ja1Wi2XXHIJWVlZXHTRRR0St+gcMkZNCNEqtVrN3r17KSgoIDg4uMVjDQ0NfPPNN10T2An6/PPPueOOO+jfvz///ve/CQsLo7CwkFdeeYXLL7+cp59+mnPPPberwzxlCQkJvPXWW8f88u5sM2bMaDGGwmQykZKSwubNm7n22mvZuXMn/v7+XRhh2zzxxBNs2bKFSZMmcffdd+Pt7c2hQ4fYsmULn332Ga+88oqjEltH27ZtG6mpqZ2yLyH6Ko1aw/io8Z22v4CAAO6///7jrufn58e+fftafezWW29t8fuyZctYtmyZ4/dRo0bx559/nlqgotNJoiaEaFV8fDypqal88sknXHvttS0e++qrr3B2dsbDw6OLomub7Oxsli5dytixY1m3bl2L6lgTJ05k1qxZ3HnnnXz11Vfo9foujPTUubu7c9ppp3V1GC0EBQUdEdOZZ55JREQE119/PZ9++ilXX3111wTXRh9//DHPPfccd911F3PnznUsHz16NOPHj2fq1KmsXr2azZs3d12QQggheiXp+iiEaJWrqyvjxo1j586dRzz28ccfM2nSJLTaltd6jEYjTz/9NJMmTWLIkCFceOGFPPfcc9hsthbrvfnmm0ycOJGhQ4fyz3/+k/z8/CP2kZ+fz+LFix1zysyZM8cxqLqtXnnlFUwmE/fcc88RJYz1ej3Lli1jxowZVFdXO5Z///33zJo1ixEjRjBq1CiWLFlCQUGB4/HExESGDBnCnj17mD59OkOGDGHixIl89dVXpKenM2fOHIYNG8YFF1zARx991OJ5cXFx/O9//+Oyyy5j6NChXHzxxXz88cct4srNzWXp0qWMGTOGhIQEzjrrLJYuXUpFRYVjnQkTJvDQQw8xZ84cTj/9dFasWHFE10ej0ch9993Hueeey+DBg5k0aRIvvvhii30VFxdz1113MW7cOIYOHcqMGTP48ssvW6wTFxfHa6+9xt13382ZZ57J8OHDue22247o8nciWkvw23LcNpuNTZs2MX78eIYNG8bNN99MVVXVEdv64osvmDVrFsOHD3cc+6uvvup43P5avfnmm5x33nmcffbZ/Pe//2011meffZbY2FjmzJlzxGMREREsXbqUESNGtHiPm81mHn30Uc455xxOO+00/vWvf5GVldXiudu2bWPatGmcdtppDB06lEsvvbTFeyExMZH4+Hi2bdvGmDFjOPfcc7ntttt49913ycvLa3O3XyGEED2XtKgJIY5q8uTJLFiwgPz8fEJCQgCora3lu+++Y+vWrXz33XeOdRVFYd68eezdu5dbbrmFQYMGsXv3btatW0dOTg6rV68G4NVXX2X16tXMnj2b8ePH8+OPP3Lvvfe22G95eTkzZ87ExcWFe++9FxcXF1566SWuvvpqtm/f3qLP/rHs2rWL+Ph4AgMDW3181KhRjBo1yvG7vRzy5MmTuemmm6ioqGDDhg1ceeWVvPvuu/j5+QFgsVhYvHgx8+fPJygoiMcee4zbb78df39/rrrqKq699lqee+45li1bxogRIwgKCnLs46abbuKf//wnixYtYvv27SxevBhnZ2fOP/98GhoauOaaa/Dx8WHlypV4eHiwZ88enn76aZydnR2vIcBrr73G1VdfzY033oher8disbQ4tgcffJD//ve/LFu2DH9/f7777jseeeQRvL29mTZtGqWlpcyYMQMnJycWLVqEj48PiYmJ3HLLLTz66KNccskljm09+eSTXHDBBaxdu5acnBwefvhhtFota9euPebrb7PZWsRlMplITU1l9erVeHh4OCZqbetxP/bYY7z88svMmzeP0047jU8++YQnnniixT6/+eYbbrnlFq655hpuvfVWGhsbHe+5+Ph4Tj/99BbHdd9992E0GlttjSwpKSE5OZnrr78elUp1xONAq+M4P/74Y8aMGcOaNWsoKSnh4YcfZtGiRY7E6rXXXuOBBx5g/vz5LFu2jMrKSrZs2cIdd9zBaaed5vhfs1qtbN68mQceeIDy8nJGjhxJY2MjBw4c4KmnniIiIuKYr78QQoieTRI1IcRRjR8/HldXVz755BP+9a9/AU1jvnx9fRkxYkSLdb/77jt++OEHHnvsMcdJ/jnnnINer2f9+vXMmTOHmJgYNm3axMSJE7nnnnsAGDNmDLW1tbz55puObb300ktUVlbyxhtvOMb+nHvuuUyePJn169ezYcOGNsVfVFTEoEGD2rSuzWbjscce4+yzz+bJJ590LD/99NOZPHkyL774InfccYdj3Xnz5jnGX1VXV7N48WLmzJnj6Cbq7+/P9OnT2b9/f4tE7Z///Cfz588HYOzYsVx22WVs2rSJ888/n8zMTIKCglizZo3jJHz06NHs27ePn3/+uUW8AQEB3HnnnajVTR0jDi8i8vPPP3P22WczZcoUoCkpdXV1xcfHB4CtW7dSXl7Ozp07CQ8PB5oqhc2dO5dHH32Uiy66yLHtAQMG8PDDDzu2/ccff/DJJ58c9zXdtGkTmzZtarFMp9MxcuRIXnnlFcfr0pbjrq6u5pVXXnEkYPbXr6ioiF27djm2n5qaytSpU7n77rsdy4YPH86oUaP45ZdfWiRqM2fOZNKkSUeNv7CwEICwsLDjHmtzgYGBbNq0CScnJwCysrLYvHkztbW1uLu7k5OTw7/+9S9uueUWx3PCwsKYNm0av/32myNRA5g3b56j6hs0zZGk0+m6XTdXIYQQ7U8SNSHEUen1eiZMmMDOnTsdidpHH33E5MmTj2hh+Pnnn9FoNEyePLnF8ksuuYT169eze/duVCoVZWVljpYUu3/84x8tErUff/yRQYMGERgY6GiRUavVnHvuuezYsaPN8atUKqxWa5vWzcjIoKSkhMWLF7dYHhERwfDhw49IhIYPH+742V4Qo/nJs7e3N0CLbpUAl156aYv4LrjgAjZu3EhDQwODBg3i9ddfx2azkZOTQ2ZmJikpKaSnpx/RYhYTE+NIpFozatQo3nzzTYqKijjvvPMYN25ci8Tg559/Zvjw4Y4kze6SSy7hrrvuIj093VGY5PCkICgoiIaGhqPu2+6KK67giiuuQFEUDhw4wNq1azn99NN5/PHHcXd3d6zXluPeu3cvZrO51fdO80Tt+uuvB6C+vp7s7GwyMjIcg+/NZnOL58bFxR0zfvvre3jX3eMZOnSoI0kDHK9xdXU17u7ujqqQNTU1ZGZmkpmZyY8//thqjAMGDDihfQshhOg9JFETQhzTP/7xD2655RZyc3Nxc3Pjxx9/ZOHChUesV1VVhY+PzxHj1gwGA9B0UmofT+Tr69vqOnaVlZVkZWWRkJDQakxtSRIAQkNDWx3/ZmexWCgvLycgIMAx2WhrVQj9/f2PGB/XPNGwa0tBksO7Yfr5+aEoCjU1Nbi4uLB161aeffZZKioq8Pf3JyEhARcXF2pqao6I6VjuvvtugoKC2LFjB/fddx/QlFyuWLGC+Ph4qqqqWm0psm+3eYLp4uLSYh21Wt2mubwCAgIYMmQI0JS89OvXj7lz57Jw4UK2bNnSItk/3nG39b1TXl7OypUr+eKLL1CpVERGRjpafw+P2d6V9WiCg4NRqVTk5eUddZ3q6mo0Gg1ubm6OZa6uri3WOTzhy87OZsWKFfz0009otVqio6MdSeOJxiiEEKL3kmIiQohjOvfcc/Hw8ODTTz/l888/JywsjMGDBx+xnpeXFxUVFUe0/BQXFwPg4+Pj6HZXVlbWYh17kmTn4eHBmWeeyfbt21u96XS6NsU+ZswYDhw4QElJSauP79q1i7Fjx/LRRx85WsBaK5JRUlLiiP1UNS+OYd+fRqPB29ubDz74gDVr1vCvf/2LH3/8ke+//57nnnuOqKioE96PTqfj3//+Nzt37uTrr79mxYoV5OTksGTJEqDp73W0YwXa7XibGzVqFFdffTW7du3i7bffdixvy3G39b1z++2388cff7B161b27t3Lzp07W3SDPBG+vr4kJCSwa9euoyamzzzzDKNGjWpRcOZYbDYbN954I2VlZbz99tvs3buXHTt2yNxoQgghjiCJmhDimHQ6Heeffz6fffYZO3fudIx5OtyZZ56J1Wo9ooqhvaviiBEjiIqKIjg4+IjxTV9//fUR28rIyKBfv34MGTLEcduxYwfbtm07ooLj0Vx99dU4OTnxwAMPHNEFsqGhgQ0bNuDl5cV5551Hv379MBgMfPDBBy3Wy8nJYe/evS3GNp2Kr776yvGzoih89tlnjBgxAp1Ox549e/Dw8ODGG290tBzV1dWxZ8+eE+p+19jYyMSJEx1VHkNCQrj66quZMmWKY9zVGWecwe+//05OTk6L5+7YsQODwUBkZOSpHmqrFi5ciL+/P2vXrnUkrW057uHDh6PX64/73tmzZw8TJ05k9OjRjoTeXvTmRLswAlx33XUcOnSIV1555YjH0tPT2bZtG2eeeeYRcw0eTUVFBRkZGcyYMYOhQ4c6WqDbGuOxursKIYToXaTroxDiuOxVENVqtaMIyOHOPfdcRo0axcqVKykuLiY+Pp6ff/6ZLVu2cNlllznGO91+++0sWbKEe+65h0mTJrF3717eeOONFtuaO3cu77//PnPnzuVf//oXPj4+fPzxx7z99tvcddddbY47LCyMVatWcffdd3P11Vczc+ZMgoODyc7O5j//+Q9ZWVls2bLF0VVt8eLF3HXXXSxatIipU6dSUVHBU089hZeX1xFzyZ2sxx57DJPJRL9+/di2bRtpaWm89NJLQFP3wDfeeIM1a9Zw3nnnUVxczAsvvEBpaSleXl5t3oderychIYGnnnoKJycn4uLiyMjI4N1332XixIkAXHvttezYsYNrr72W+fPn4+Pjw3vvvcdPP/3EQw891GEJgbu7O4sWLeLuu+/mySef5P7772/Tcbu5uXHzzTezbt06XFxcGD16NN9+++0RidrQoUP54IMPSEhIICgoiN9//51nn30WlUrV5i6zzU2ePJkffviBBx98kP/9739MmjQJNzc39u3bx4svvoinp2eLQivH4+fnR2hoKK+99hpBQUF4enry3//+1/EeOF6Mnp6elJaW8u233zJo0CACAgJO+JiEEMdhtcKuXVBQAMHBMHYstPECoRDtSRI1IcRxnX322Xh6ehIcHHzU0vgqlYpnn32WDRs28PLLL1NeXk5YWBiLFi1qkeTYqwlu2rSJ999/nwEDBnD//fe3KOIRGBjIm2++yRNPPMGqVaswGo1ERUXx4IMPMmPGjBOK/bLLLiMyMpKXXnqJdevWUVZWhsFgYPjw4axfv96RQAJMmzYNNzc3nn32WW655Rbc3d0ZO3YsixcvPmIs1MlatWoVzz77LDk5OcTHx/Piiy8ycuRIR6y5ubm88847vP766wQGBjJu3DhmzZrFvffeS2pqaot4j+X+++9n3bp1vPjii5SUlODn58eMGTNYsGAB0DS264033uCJJ57gwQcfxGw2M3DgQEcFyo40ffp03nrrLbZt28aVV17Z5uO+6aabcHV15aWXXuKll15i+PDhLFu2jFWrVjm2vWbNGlavXu0o6R8VFcV9993Hjh07+PXXX08q3gceeIBRo0bx9ttvs3LlSmprawkNDWX69Olcf/31R4ybO55Nmzbx4IMPcuedd6LT6YiNjeWZZ57hoYce4tdff2X27NlHfe60adP49ttvueWWW7jtttu48cYbT+qYhBBHkZgICxZAbu7fy8LCYP16mDat6+ISfZJKacuIcCGEEKckMTGRu+66iy+//PKEy70LIYQ4tsbGRkeX+bYUdmpVYiLMmAGHnxrbCx9t394hydqECRMoKSlxdIVWFIXIyEj++c9/OqaBORU7duzg2Wef5aOPPmqX9U7UihUrHMMKLBYLZrO5RZGqLVu2OC5Y9hVtfb9KoiaEEJ1AEjUhhOg4p5yoWa0QFdWyJa05laqpZS0jo927QU6YMIH58+cz7a8k0GQy8c0333DXXXdx00039aqW88TERJ566qkW47X7ora+X2VUshBCCCGE6J22bYNBg5qSrGPdgoKOnqRBUytbTk7Tesfb1qBBTa1vJ0mn03HhhReybNkynnrqKWpra4GmKsG3334755xzDmPGjGHFihWOxwC+//57ZsyYwfDhw5kwYQKvvvoq0JQcTZgwAWhq0Vq1ahXnnHMOo0aNYtasWezZs+eI9QB+/fVXrr76akaOHMmECRNYt24dJpMJgI0bN3Lbbbdx++23M3LkSM4991yeeOKJkzre3Nxc4uLiWLNmDWeccYZjSpmPPvqIiy++mBEjRjBt2jT++9//Op5jMplYv349559/PmeeeSY33HADWVlZJ7X/7kwSNSGE6ATTpk3jzz//lNY0IYToTI89BsnJkJd37Fsr05W0qrT0+NtKTm7a7ykaP348RqOR3377DZvNxs0334xarebTTz/lgw8+oLi4mBUrVgCQkZHBvHnzmDlzJr/88gsbNmxg7dq17Nq1q8U233//fX7//Xd27tzJDz/80CIxai49PZ1rr72WCy+8kB9++IGtW7fy1Vdf8eijjzrW+eyzzxgzZgy7d+9m9erVbNmyhb1795708dbV1fH999+zaNEivv32W1auXMmKFSv4+eefufXWW7n11ltJSUkB4Mknn+Sbb77hP//5D7t27WLYsGH861//wmg0nvT+uyNJ1IQQQgghRO+0dCkMHAihoce++fu3bXv+/sff1sCBcMcdpxy6ff7IyspK9u/fT1JSEitXrsTd3R0fHx+WLVvGRx99REVFBR999BEJCQnMmDEDrVbL4MGDef3110lISGixTb1eT25uLtu3bycjI4MFCxY4ptFp7oMPPiAuLo45c+ag0+mIjIxkyZIlbNu2zTGNSFRUFFOnTkWj0TBu3DgMBgOZmZknfbxTp05Fp9Ph6enJq6++ylVXXcUZZ5yBRqPhvPPOY8KECbz55psoisKbb77J4sWLCQ8Px9nZmVtuuQWz2cw333xz0vvvjqTqoxBCCCGE6J1mzGi6HY99jFpe3pHFRKBDx6gdTXl5OdA0rUdubi5Wq5Vx48a1WEen05GTk0NxcTEhISEtHhs4cOAR25wyZQpms5lt27axdu1a/Pz8mDdvHldddVWL9crKyggPD2+xLCwsjMbGRsrKygCOqIbs5OR0UvNV2jWfbiQvL4+ff/65xfQ9VquV0aNHU15eTn19PQsWLGgxlYzZbCYvL++k998dSaImhBBCCCH6No2mqQT/jBlNSVnzZM1e9XHduk6dT+2rr77C1dWVYcOGcejQIfR6Pbt370bzVwwmk4mcnBwiIyMJDg7m22+/bfH8d955Bz8/vxbLMjIySEhIYOrUqTQ2NvLJJ5+wbNmyI6ouhoaG8tlnn7VYlp2djU6nO6F5PU+Eyv46A0FBQUydOrVFIZX8/Hz0ej3e3t44Ozvz4osvctpppzkeT09PJzAwsENi6yrS9VEIIboxRVGwWCyYTCYaGhqoq6ujurqayspKysrKKCkpobCwkPz8fPLz88nLyyMvL4/c3FzHLScnh5ycHMfv9nXy8vLIz8+noKCAoqIiSktLKS8vp6qqipqaGurr62lsbMRsNmO1WpEiwUKIXm3atKYiIKGhLZeHhXVYaf7WmEwmPv74Y9auXcuiRYtwd3dn6NChREZGsmbNGurq6mhsbOShhx5i7ty5WK1WpkyZwoEDB3jvvfewWq3s37+fNWvWOEr+23399dfMnz+f3NxcR9Kj1Wrx8PBosd6UKVNIS0vjpZdewmQykZ2dzdq1a7n44ovR6XQd/hpcccUVvPzyy/zxxx8A7Nu3j2nTpvHhhx+iVquZMWMGTzzxBIWFhdhsNt59910uuuiiXldQRFrUhBCikyiKgtlsPurNYrFgs9mwWq2O++bJkVqtRqPRtHqvVqtbXI20/9x8maIoju0dft98nycag5OT01FvGo2mRQxCCNGtTZsGl14Ku3ZBQQEEB8PYsR3ekrZy5UpWr14NgLOzM9HR0dx3331MnjwZAK1Wy7PPPssjjzzChRdeiNFoZOjQoWzduhVnZ2ciIiJ47rnneOKJJ1i9ejV+fn7ceeedjBkzhsTERMd+rrnmGoqKipg5cya1tbWEhoby5JNPEhQU1CKesLAwnn/+edauXcvGjRvR6/VcdNFFLFy4sENfB7tJkyZRX1/P8uXLyc/Px9vbm7lz5zJ79mwAli1bxsaNG5k1axaVlZWEh4ezYcMG4uPjOyW+ziLzqAkhRDuwWq0YjUZMJhNms9lxf3giBk1fuK0lNVqtts2JWGdSFOWYidzREk+bzYZKpTpqEqfT6XB2dkan00kyJ4Q4Je0y4bUQnaSt71dpURNCiDZSFAWj0UhjY+MR92azGY1Gg06na5GIuLm5HZGMNR/83BOoVKojus+0xdGSuMbGRmpqajCZTI45eZydnXF2dkav16PX6x0/a7VaSeKEEEL0SZKoCSFEM/buia0lY0ajEZVK1SKhcHNzcyQWklS0pNFo0Gg0x7xaqCgKJpOJxsZGx2tcXl7uaJ1Uq9UtErfmr72mEwf1CyGEEJ1NEjUhRJ9lbyGrr69vcbNareh0Okdi4OnpSUBAgHTT6wD2xNfZ2fmISmI2m82RJNuTuOrqaoxGIxaLxdFi6erq6ridTMufEEII0R3JN5oQok84WlJms9lwcXHB1dUVHx8fQkNDcXFx6XHdE3sjtVqNi4sLLi4uRzxmNpsdVTDr6uooKSnBZDKh0+kcSZs9iZPkTQghRE8k315CiF7n8KSsrq6O+vp6FEVpkZSFhYWh1+slKeuB7GP+PD09HcssFkuLJLy0tPSI5M2ewEnyJoQQoruTbyohRI+nKAqNjY3U1tZSU1NDTU0NVqsVFxcX3Nzc8PPzIzw8XJKyXk6r1eLp6XnM5K2srAyj0YiLiwvu7u54eHjg4eEhiZsQQohuR76ZhBA9ztESM/uJd0BAAK6urpKUiVaTN7PZ7Hjv5Ofn09jYKImbEEKIbke+iYQQ3Z4kZqI9OTk54ePjg4+PDyCJmxBCiO5JvnmEEN2SyWSiqqqq1cTMYDDg5uYmiZloF21N3OxJm6enp7z3hOjFrIrCrspKCkwmgnU6xnp7o5Fqv71GTU0NZrMZX1/frg7luCRRE0J0C4qi0NDQQGVlJVVVVdTX1+Pu7o6np6ckZqJTHStxy8nJwWw24+npibe3N15eXjg5OXVxxEKI9pJYUsKC1FRyjUbHsjBnZ9bHxjLNYOiQfU6YMIGSkhJHy72iKKjVagYNGsTdd99NfHx8h+13/vz5TJs2rUO2b5eYmMjy5ctbreC7efNmRo0a1aH7P9wFF1zA+vXrO32/J0MSNSFEl7HZbNTU1FBVVUVlZSVWq9UxZ5mXl5d0NxPdQvPEzd4Nt7KyktLSUrKysnBzc8PLywtvb2/0er3MsydED5VYUsKMpCSUw5bnGY3MSEpie0JChyVr9913X4uEqbS0lHvuuYf58+fzxRdf9PgLlSEhIXz11VddHQYAFRUVXR1Cm/Xsv7oQoscxm82UlpaSlpbG//73P7KzswGIiopi2LBhxMTE4OfnJ0ma6JZUKhUuLi4EBwczcOBAhg4dir+/P3V1dSQnJ7N//35ycnKorq7GZrN1dbhCiDayKgoLUlOPSNIAx7KFqalYldbWaH/+/v5ceeWV5OXlUVlZCcBvv/3GNddcw5gxYxgyZAjTpk1j7969AOzevZsJEybwzDPPMHbsWM4880xuvfVWamtrm45BUdi8eTNjxoxh5MiRPPLII1itVsf+GhsbefTRRxk3bhxnnHEGs2fP5o8//nA8HhcXx1tvvcXEiRMZNmwY8+bNY//+/cycOZPhw4czffp0srKyTvp4f/31V66++mpGjhzJhAkTWLduHSaTCYCNGzfyr3/9i+nTp3PmmWfyyy+/UFtby/3338+4ceM466yzWLRoEaWlpY7tbdy4kXHjxnHmmWcyffp0vvzySwAmTpwIwA033MCWLVtOOt7OImdCQogOZW+BsLea1dXV4erqire3N8HBwbi4uEgLhOixnJyc8Pf3x9/f39FCXFlZSWZmJlarFS8vL8dNLj4I0fm2FRezIjOTGovlmOsZbTZKj7GOAuQYjQR9/z3Ox2nd8tBqWR0VxYyAgJMJGYCCggJeffVVhgwZgq+vL42Njfz73//mtttu46qrrqKxsZHly5fz6KOP8vrrrwOQl5dHUVERn3/+OUVFRVx99dW8/vrr3Hjjjbzzzju89NJLPP/88/Tv35+nnnqKwsJCx/5WrVrFgQMHePnllwkODuaNN95g7ty5fPjhh4SEhADwwQcf8NZbb2EymZgyZQo333wzW7duJTg4mOuuu47Nmzfz8MMPn/Cxpqenc+2113L77bezdetWCgoKHEnmPffcA8CPP/7Iiy++yNChQ3F2dmbx4sXU1dWRmJiIXq9nzZo1zJ8/nzfeeIPdu3fz1ltvkZiYiMFg4K233uLuu+/m3HPP5dNPPyUuLo4tW7ZI10chRN9lMpkoLy93zFvl6emJn58f0dHR6HS6rg5PiHanVqsdSZmiKNTX11NVVUVRURFZWVl4enri6+uLt7d3j+/GJERP8VhODsn19e22vWMlcw4mE4/l5JxQonbffffx0EMPYbFYMJvNBAUFccEFF3DTTTcBTReF3nrrLSIjIzEajeTl5eHt7c2+fftabOeWW25Br9cTGRnJqFGjyMjIAOD999/niiuuICEhAYAFCxbw9ttvA2A0Gvnwww95+umniYyMBGDOnDl88MEHfPjhh9x4440A/POf/8Tb2xuA/v37Ex8fT0xMDACjR49mz549Rz2+/Px8Ro4c2WLZP//5TxYuXMgHH3xAXFwcc+bMASAyMpIlS5Zw2223sXz5cgDCw8M566yzACgrK+PTTz9l586d+Pn5AbB8+XJGjhxJUlISzs7OVFVV8fbbb3Peeedx+eWXc+WVV/bIi8KSqAkh2o3FYqGiooLy8nJqa2vx9PQkKCgIb29vNBpNV4cnRKdRqVS4ubnh5uZGSEgIRqOR8vJy8vPzycrKwsfHB19fXzw8PHrkyYMQPcXS8HDubYcWNTt/rbZNLWp3hIefUJwrV65k2rRpmEwmXn75ZTZv3sy4ceMcRY00Gg27d+/mhhtuoL6+ntjYWLRaLcphXTENzcbQOTk5OR4vLi4mODjY8ZhGo3G0lFVVVWE2mwkLC2uxrbCwMHJzcx2/25M0+/O9vLwcv6vV6iNiae5YY9TKysoIP+z1CgsLo7GxkbKyMgACmiW9eXl5AFxxxRUtnqPRaMjNzWXSpEls3LiRV155heeffx69Xs/s2bP597//3eMukkmiJoQ4JTabjaqqKsrLy6mqqsLFxcXRcibV8IRo4uzsTHBwMEFBQdTX11NeXk5GRgYqlQofHx/8/PykG7AQHWBGQECbWrasikLUTz+RZzS2Ok5NRVP1x4zRozu0VL9Op+P666+nqqqKm2++mTfeeIOBAwfyv//9j9WrV/Pmm28yePBgAF588UVHi9nxBAUFkZOT4/hdURSKi4uBpvFwzs7O5OTkOFrIALKzs5kwYYLj9476fAoNDeWzzz5rsSw7OxudTudIBpvvOzAwEICdO3e2SExTU1MJDw8nPz8fPz8/XnjhBUwmEz/++CPz588nISGB8ePHd8gxdJSelVYKIboFRVGoqakhMzOTP/74g7y8PFxcXIiPj2fQoEEEBARIkiZEK+wtbeHh4QwdOpSoqCgsFgt//vknBw4coKCgAGOzsuBCiM6hUalYHxsLNCVlzdl/Xxcb22nzqS1cuJC4uDgWL15MY2MjNTU1qNVq9Ho9AHv37uXll192FNw4nssvv5y3336b33//HbPZzDPPPENJSQnQ1Bo2ffp01q5dS1ZWFiaTiZdeeonU1FSmTJnSYcdoN2XKFNLS0njppZcwmUxkZ2ezdu1aLr744laHSgQGBjJ+/HgefPBBKioqHMczY8YMqqur2bdvH9dffz3JycnodDpH90h766ROp6OmpqbDj6s9SIua6FKzZ892VCY6nvr6em699VZ+/fVXBg8ezGuvvdYJEba/4cOHO35ubGxEo9E4kpqQkBAuvvhifv31V55//vlOied///sfTz/9NM8999wx19u8eTNeXl6MHTuW8vJyFEXBx8eH/v374+rqKi0BQpwglUqFp6cnnp6e2Gw2KisrKS8vp6CgADc3N3x9ffHx8UGr1bJixQo++OADAMcYluZzEm3ZsuWI8R/Hc/311zNy5EjmzZt33HWnTJnCTTfdxCWXXHJiB3kM+fn5LU4CGxoacHJychRdGTFihKNr1v33399u+z2Wzz77jP/+97/H3d+9997L2LFjufDCCzslLtE5phkMbE9IaHUetXUdOI9aazQaDY899hhTp07lkUceYcWKFcyaNYurr74am81GWFgYs2fP5oknnmhR7fBoLrroIioqKli0aBFVVVVMmjSJuLg4x+NLly5l48aNzJ07l8rKSuLi4njhhRfo169fRx4m0NTN8fnnn2ft2rVs3LgRvV7PRRddxMKFC4/6nEcffZQnnniCqVOnUltbS//+/Xn++ecxGAxMnDiRzMxM/v3vf1NRUYGfnx/Lly9n2LBhAFx55ZUsWbKEuXPnsmjRog4/vlOhUo7VoVSIDnYiidqePXuYNWsWu3fvbtFPuic7kePvCCaTiUsuuYSnn366RXeH5qxWK+Xl5RQXF1NdXY2bmxuRkZF4enpKciZEBzCbzY6xnvX19Xh7e2MwGHB3d0elUpGYmMhTTz3VbeYkai+dNfnu0ZSXl3P55Zezbds2fH19j7luRUWFo4XieOuKztHY2EhGRgb9+vVztDqdLKuisKuykgKTiWCdjrHe3p3Wkib6hra+X6VFTXQbiYmJbNu2jYSEBD788ENUKhUTJkxg1apVfPvttyxevBiA8847j+XLlzNjxgxeeeUVXnvtNcrKyhgwYADLly939N2eMGECY8aM4csvv8RgMJCYmMjBgwdZs2YNycnJ+Pj4MGvWLObMmYNKpWLjxo2kpKSg0+n45ptvcHV15dJLL2XJkiVAU4ve448/zs6dOzGbzQwfPpxVq1YRGhpKbW0ta9eu5csvv8RkMjF69Gjuvvtu/P39T/h12LhxIz///DOvvPIKiYmJbN++nWHDhvHOO++gVqu55ZZbcHZ25plnnqG6upopU6Y4rv6eaBzbtm0jLCzMkaSlpKSwatUqDh06xIABA7j00kuJjY3FxcWFgIAAfvzxR/bt28f69etP+LiEEG3j5OREQEAAAQEBNDY2OuYd1Gq1GAyGVgfD5+bmcv7553PttdfyzjvvcNFFF3HXXXfx5JNP8s0331BYWIher2fy5Mncc889qFSqFheK7rzzTnQ6HcXFxezevRtfX1/mzJnDNddcA7RMombPns1pp53Gb7/9xoEDBwgKCuLWW29l8uTJjlhWrlzJ77//TkBAADNnzuThhx/mzz//POHX4s477wRgzZo1bNy4kdTUVPR6PZ9//jnu7u7cddddpKen89prr2GxWJg7dy4333wz0DRh8Jo1a/jxxx8d3ydLly7F3d291X1t2bKFMWPGOBKvX375hYcffpjs7Gx8fHwYP348y5YtQ6vV4uPjwznnnMPzzz/P0qVLT/i4RPemUakY/1c3OSG6koxRE93Kb7/9hp+fH7t27eLZZ5/l448/5rPPPuP//u//HBMT/v7771x++eW8/vrrbN26lfXr1/Pjjz8ybdo0rr322hZdAP744w927tzJyy+/TElJCXPmzGHSpEn88MMPbNq0iddff5233nrLsf5nn33GmDFj2L17N6tXr2bLli2OySTvv/9+9u3bR2JiIj/88AP+/v6O5HH58uVkZWWRmJjIF198gbu7O/Pnzz9mBaS22rNnD4GBgfz000/cdtttPPzww+zevZuPP/6Y//znP2zfvp1ffvnlpOJ4/fXXueiiixy/P/jgg1xyySW8/PLLLFmyhMrKSg4dOsSgQYMwGAxMnjyZzz77zFGFSQjRsfR6PWFhYQwdOpSQkBAqKysJDQ1l5syZ1NbWHvG/XVdXx/fff8+iRYt46aWX2LVrFy+99BK///47mzZt4s033+Snn35qdV+JiYnMnj2bX375hRtuuIE1a9ZQVFTU6rpvv/02d999N7t37+bCCy9kxYoVGI1GrFYrN910EwEBAfz3v//lhRde4L333mu31+PTTz/lvPPOY8+ePVxyySUsWbKE2tpavv32Wx566CHWr19PXl4eNpuNm2++GbVazaeffsoHH3xAcXExK1asaHW7FouFbdu2cfHFFzuWLV26lNmzZ/Prr7+ydetWPvnkE8ekudDUleztt9/G0pZy7UIIcRIkURPdil6vZ968eTg5OTF06FDi4uKOWtHotdde46abbmLgwIE4OTkxY8YMYmJi2LFjh2OdiRMnOsaA7Nixg5iYGK6++mqcnJyIjY3luuuuazHWLSoqiqlTp6LRaBg3bhwGg4HMzExMJhMfffQRCxYsIDg4GJ1Ox1133cU999zjmM/j7rvvxs/PDzc3N5YvX86+fftISko65dfE1dWVOXPmoFarGTNmDFarleuuuw4XFxeGDBlCQEAAeXl5JxxHaWkpqampnH766RiNRnJzc7nhhhvw9PSkqKiIyMhIrr/+embOnOl4TkhICAaDgd27d5/ycQkh2k6tVuPr60tcXByFhYXU19eTmprKwYMHKS0tdSRsU6dORafT4enpyRVXXMF//vMfDAYDxcXFNDY24ubmdtTka9SoUZxzzjlotVqmT5+O1WolOzu71XUnTpxIfHw8Op2Oyy67jJqaGsrKyti7dy+ZmZnce++9uLq6Ehoa2q5jQGJjY5k0aRIqlYpzzjkHq9Xq+M6wV6fLz89n//79JCUlsXLlStzd3fHx8WHZsmV89NFHVFRUHLHdpKQkGhoaGDp0qGOZs7MzO3fu5Ouvv8bb25tvv/2WiRMnOh4fOnQo9fX17fI5L4QQrZGuj6Jb8fPzazHuqfkcIIfLy8vjkUce4fHHH3css1gsjq6PcOS8G0lJSS0G3NtsthbzexkOGyjs5OTkKD9vMpkcA9sBPD09GTJkCH/88Qdw9Pk8msdzMry9vR2vib3Lk6enp+NxtVqNzWY77rwih8eRl5fHkCFDaGxsJCkpCW9vb2JjY3nhhRf45ptvyMnJ4fTTT2fVqlX079/f8bygoCAKCgpO6ZiEECfPbDazY8cObrvtNsrKyhxJ2KxZsxzVzaCpOMf999/PL7/8QlBQEPHx8SiKgs1ma3W7h8+/BLRpXXvxD5vNRmFhIT4+Pri6ujoeP3xuplPRfHyy/fPQXr7b/rvNZiM3Nxer1cq4ceNaPF+n05GTk+Oo/maXn5+Pt7d3iwpzL730Ehs3buS+++6jpKSEsWPHsmrVKoKCgoCmRM7Hx4eCggJHkQIhhGhPkqiJHisoKIjbbrutRdWw7OzsFl/kzZO+oKAgRo0axQsvvOBYVlFRQV1d3XH35efnh06no6CggOjoaKBpgsYtW7Zw7bXXAkefz+NUtbVgx/HmFbGzWq2UlZVhtVq5+eabcXZ2JioqCq1Wyy+//MKtt97K8uXLKSgo4OGHH+bOO+/knXfecTzfYrHI5NVCdANqtRqDwYC/vz8ZGRn4+/tTVlaGxWIhICCAe+65By8vL/773//i7OyMzWbjjDPO6NCYQkJCKC8vp6GhwVGVMj8/v92239bPw6CgIPR6Pbt373Z8XplMJnJycoiMjDxiffsFLzuj0UhqaiqrVq1Cq9WSkZHBPffcw0MPPcSGDRsc68nnoRCiI0nXR9FjXXHFFTzzzDOkpaUBsGvXLqZMmeIYr3W4iy++mL1797Jjxw4sFgvFxcXMmzePNWvWHHdfarWaqVOnsnHjRoqKijAajaxbt469e/cedz6PznK8OMxmM3l5eezbt4+ysjL8/f259dZbURQFnU6HWq3mgQceYN26dRiNRnx9fR1XjJsrLi4mODi4045LCHFsKpUKnU7Hhg0b8Pf3x8XFhYyMDKZPn05MTAwqlYra2loeffRRamtrMZvNHRbLsGHDiI2NZc2aNTQ0NFBUVNQiseksQ4cOJTIykjVr1lBXV0djYyMPPfQQc+fOxWq1HrG+ffyffQ47lUrF4sWLefHFF7FYLBgMBkcRETuj0Uh1dbV8HgohOowkaqLHmjt3LlOnTuXmm29m+PDhPPjgg6xYsYLzzz+/1fVDQ0N5/vnneeuttzj77LO59NJLiY6OblOiBk3VxwYPHszll1/O2LFjqaiocFQ/fPTRR/H09GTq1KmMHj2ab7/91jGfR2c6WhwNDQ3s37+f+vp6YmJiGDRoEBEREQwYMIA9e/Y4nr9u3TrS0tIYM2YMZ599NjU1NaxevdrxeE5ODpWVlZx11lmdelxCiLbRaDSEhoYyZMgQQkJCiIuL48svv+S+++6jvr6esWPHcujQoQ7bv1qtZsOGDWRmZnLWWWcxZ84czjjjDEdXys6i1Wp59tlnKS0t5cILL2TMmDFkZ2ezdetWnJ2dj1g/Pj4eb29vfv/9d6Cpi+QzzzzDl19+yahRo5gwYQIGg4Hbb7/d8ZzffvsNX19f4uPjO+24hBB9i8yjJkQvZb+aXV5ejre3N0FBQS3GjQC8+uqrfPPNN22eXPvZZ58lOTmZJ598siNCFkK0M0VRKC8vp7CwEKvVSkBAAAaDocO66zU2NvL7779z5plnOvbx1VdfsXLlSnbt2tUh+2wvjzzyCPX19dx3331tWn/FihV4enq2SN5E12nPedSE6Ghtfb9Ki5oQvUxdXR1paWkcPHgQlUpFfHw80dHRRyRp0NR9NCsri9TU1ONu12QysX37dm677baOCFsI0QFUKhV+fn7Ex8cTERFBZWUl+/btIz8/v0PKyjs5ObFw4ULefvttbDYbZWVlvPjii5x33nntvq/2dsMNN/D1119TXl5+3HXLy8v59ttvuf766zshMtHZFKtCxTcVFL1RRMU3FShWadMQXUNa1IToBRRFoaamhsLCQurq6vD39ycwMLBFBbOj+e2333jmmWcc89QdzaZNm9DpdHJiIkQPpigKtbW1FBYWUltbe0KfFW3166+/8uijj5KWloazszMTJ07kjjvuaPViUXfz8ccf88MPP/DAAw8cc727776bMWPG8I9//KOTIhPH014taiWJJaQuSMWYa3Qscw5zJnZ9LIZpnTucQfRebX2/SqImRA+mKApVVVUUFBRgNBoJCAggICDAUS5bCCGOpq6ujsLCQqqqqvD19XVUShSiJ2qPRK0ksYSkGUlw+JnxX8VGE7YndEiyFhcXx8svv8yoUaMcy9555x1WrVrFXXfdxaxZs5gwYQKenp68/fbbLS6s7N69m2uuuYY///wToM3ria4lXR+F6MXs404OHDhAdnY2vr6+juIBkqQJIdrCzc2NmJgYRzGMAwcOkJ6eTmNjYxdHJkTnU6wKqQtSj0zSwLEsdWFqp3SDfO6553jggQfYsGEDs2bNciw/ePAgDz300HGf39b1RPcnZ3RC9DDV1dXk5eVhNpsJDg7Gz8/PMdGrEEKcKL1eT1RUFCEhIRQWFnLgwAH8/PwIDg5u1y6RQnSF4m3FZK7IxFJz7DGZNqMNS+kx1lHAmGPk+6DvUTsf+ztX66ElanUUATMCTihWRVF48MEH2blzJy+//DJDhgxp8fjMmTPZvn07Z555JpMnTz7qdtq6nuj+JFETooeoq6sjLy+P+vp6goKCCAgIkARNCNFudDodERERBAQEkJ+fz/79+wkICCAoKEha6kWPlfNYDvXJ9e22vWMmc38xYSLnsZwTStTMZjNLlizhyy+/5MMPPyQ8PPyIdYYNG0ZkZCT33nsvgwcPJiIiotVttXU90f3JWZ4Q3VxjYyPp6ekcOnQIV1dXBg8eTFBQkCRpQogOodfriY6OJi4ujvr6evbv309hYSE2m62rQxPihIUvDcd1oCu6UN0xb1r/tl2M0Pprj7st14GuhN9xZKJ1LPfeey+FhYU4OzuTmJh41PWuvfZazjjjDBYuXIjJZDrl9UT3JpfIhOimzGYz+fn5lJWV4efnR0JCgnRDEkJ0Gjc3NwYMGODobl1cXExwcDD+/v6oVKquDk+INgmYEdCmli3FqvBT1E8Y84ytj1NTNVV/HJ0xGpWm/d//w4YN49FHH+WHH37g3//+N4MGDeLCCy88MgyVijVr1jB16lTWrFnDxIkTW91eW9cT3ZskakJ0MxaLhaKiIoqLi/H09CQ+Pl4qsQkhuoynpyceHh5UVlaSl5dHUVERoaGheHt7S8Imeg2VRkXs+timqo8qWiZrf73NY9fFdkiSBnDVVVeh0+kYP348N954I8uWLSMyMpK4uLgj1vX29mbt2rXMnj37mNts63qi+5K+U0J0EzabjcLCQvbv309dXR0DBgwgJiZGkjQhRJdTqVT4+PiQkJBAYGAgOTk5JCcnU11d3dWhCdFuDNMMJGxPwDnUucVy5zDnDivN35oFCxZw2mmnccstt1BZWdnqOqeffjoLFizgtddeO+a22rqe6J4kUROiiymKQllZGfv376e8vJzo6Gj69++Pm5tbV4cmhBAtqFQqDAYDgwcPxsfHh/T0dFJSUmhoaOjq0IRoF4ZpBkZnjmbY18MY9Poghn09jNEZozt1smu1Ws0TTzyBxWJh4cKFWK3WVte74YYbOPfcc4+7vbauJ7ofmfBaiC5UX19PdnY2JpOJsLAwfHx8pCtRH6YoChaLBbPZjMViwWq1YrPZ2nxvs9lo/pFu/1lRlBbvK/vP9nuNRoNarT6heycnJ5ycnFCr1fKe7cMsFguFhYUUFxdjMBgICQlBo9F0dViiD2qPCa+F6Cxtfb/KGDUhuoDFYiE/P5/S0lL0ej0JCQlyctOLKYqC2Wxu0w2aEietVnvUREmn07W6vHnSdPi9PY7Df1YU5ZgJ4NESRrPZjKIoqNVqR9J2rJtGo5GErhfSarWOi0yHDh2ivLycsLAwfH195e8thBCnSBI1ITqRoiiUl5eTm5uLq6srMTExpKWlYTQacXV17erwxClQFAWj0YjRaKSxsdFx39jY6EjAtFrtEQmMi4vLEct6wtQL9gSvtWSzvr6+xe82mw2VSoWzszN6vd5xb/9Zq9XKSX0PV1FRgYuLCwaDgby8PEpLS4mIiMDFxaWrQxNCiB5LEjUhOknzbo4RERGOimkBAQHk5OQwYMAAOVnt5uwtY60lY0aj0ZGM2BMRX19fx+9arbZHJGBtpVKp0Gq1aLXa456MW61WTCZTi0S2vLzckcRqNJqjJnHS0tz9NTY2UlxczMCBA3F1dcXb25uCggIOHjwo3SGFEOIUSKImRAdr3s0xMDCQoKCgFictwcHB7N+/n8rKSnx8fLowUtGcoiiYTCbq6+upq6ujvr6e+vp6rFYrOp3OkVB4enpiMBjQ6/XodDpJtluh0WhwcXFpNaGzWq1HJL7V1dU0NjZitVpxdnbG1dW1xU2rla+u7iQ3Nxc/Pz9HrwCNRkNYWBh+fn7k5OSwf/9+6Q4phBAnQb7thOgg9mqOeXl5uLq6HnU+NI1GQ2hoKLm5uXh5efWqVpeewp6UNU/I6uvrsdls6PV63Nzc8PHxITQ0FBcXF/kbtSONRuNIwA5n70ZpT5ZLSkowmUzodDrc3NwkeesGqqurqa2tJSEh4YjHXFxc6N+/PxUVFeTm5kp3SCGEOEHyzSZEBzhaN8ej8fPzo6SkhKKiIoKDgzsx0r7JYrFQW1tLbW1ti6TMxcUFV1dXScq6CScnJ7y8vPDy8nIss1gsjoT68OTN1dUVNzc33N3dcXNzk9abDqYoCjk5OQQHB+Pk5NTqOiqVCl9fX7y8vKQ7pBBCnCBJ1IRoRzabjby8PEpKSlrt5ng0KpWK8PBwUlJS8PPzQ6fTdUK0fYc9MaupqaGmpoaGhgb0ej3u7u6SlPUwWq221eStectbYWEhiqLg7u6Oh4cHHh4euLq6SuLWzkpKSgAICAg47rqtdYeMiIiQ7t5CCHEMkqgJ0U5qamrIyspCq9UetZvjsbi7u+Pt7U1eXh79+vXroCj7hmMlZkFBQXh4eBy1BUD0PFqtFk9PTzw9PYGmlp6GhgbHe0ASt/ZnH3vbr1+/E3od7d0hy8vLycrKoqKigoiICOm6KoQQrZBPRiFOkb0VrbS0lJCQEAICAk76BDA0NJSkpCRqa2txd3dv50h7L6vV6kjKJDETKpXKMXYtICBAErcOkJ+fj5ubW4uWzbZSqVT4+fnh6elJVlYWSUlJ0romuhVFsVJZuQuTqQCdLhhv77GoVNJVV3Q+SdSEOAW1tbVkZmai1WoZNGjQCbeiHU6n0xEYGEhOTg4DBw6UE8djMJlMVFVVUVVVRXV1NTqdDg8PD0nMxBGOlrjV1NRQW1tLQUEBGo0GLy8vvL298fDwkG6wx9DQ0EBpaSnx8fGntB0nJydiYmIcrWuVlZWEh4dL65roUiUliaSmLsBozHUsc3YOIzZ2PQbDtC6MTPRF8k0kxEmw2Wzk5OSQkpKCwWAgLi7ulJM0u6CgICwWC+Xl5e2yvd5CURTq6+vJz8/n4MGD7Nu3j/Lyctzd3YmPj2fw4MFERkbi6+srSZo4JnviFhgYSExMDMOGDSMqKgq1Wk12djb/+9//SE1NpbS01DFZuWhiLyBin5LiVNlb1xISErBarSQlJVFZWXnqgQpxEkpKEklKmtEiSQMwGvNISppBSUlih+w3Li6OG2+8EUVRWixPTExkwoQJbdrGjh07mDJlSrvHtnHjRgYNGsTw4cMZPnw4w4YN48ILL+S1115r932JI8llKyFOUHu3oh1OrVY7yvV7e3v36cpoNpuNmpoaqqqqqKysxGq14unpSUBAAF5eXnLlXbQLtVrtGOMWFhZGY2MjlZWVlJaWkpWV5eji5+3tjV6v79Mt3VVVVTQ0NBAdHd2u223eupaZmYmXl5e0rolOpShWUlMXAEprjwIqUlMX4u9/aYd0g/z22295/vnnueGGG07q+ZdccgmXXHJJO0fVZOTIkbzyyitA08WaH3/8kRtvvJGYmBhGjx7dIfsUTeQTUIg2aj4WLTg4mMDAwA47YfPx8aGkpITCwkJCQ0M7ZB/dldVqpbKyksrKSqqrq9FoNHh7exMZGSld0kSHU6lUjsm5g4ODMZvNjgsFBQUFODk54e3tjY+PT5+bAsDekyAkJKRDEqjWxq5FRkbi7e3d7vsSfUdx8TYyM1dgsdQccz2bzYjFUnqMNRSMxhy+/z4Itdr5mNvSaj2IilpNQMCMNsc5e/Zs1q9fz4gRIzj99NNbXeerr77iueeeIysri/r6eoYMGcIDDzxAVFQUiYmJPPXUU3z11VdcffXVjBgxgsWLFzuee/nllzNx4kSuv/56kpKSWLNmDcnJyfj4+DBr1izmzJnTps8zlUrF2WefzYABA9i/fz+jR49GURS2bNnCBx98QEFBASqVinPPPZcHH3yQqqoqzjvvPF599VXHcZWWljJu3Dh27txJeHg4r7zyCq+99hplZWUMGDCA5cuXM3jwYAA+/fRTNmzYQGFhIQEBAVx88cXcfPPNbX5dezpJ1IRog45uRTucvVx/cnIy/v7+ODsf+0uhp1MUherqasrLy6msrESn0+Hj40NwcDAuLi596mRYdC9OTk74+/vj7++PzWajurqayspKUlNT0Wg0+Pr64ufn1+GfCd1BcXExGo0Gf3//Dt2PtK6J9pST8xj19cnttr1jJ3NNTKam/Z5IonbBBRegKAqLFy/mvffeO+ICRWFhIQsWLGD9+vVMmDCBiooK5s+fz9NPP81jjz3WYt3LL7+cdevWsXDhQtRqNWlpaRw8eJBnnnmGoqIi5syZw6JFi3jxxRfJysri5ptvRq/XM3PmzOPGqSgKv/zyC7m5uYwbNw6AnTt38vLLL/Pqq68SFRVFWloas2bN4oMPPuDyyy/nnHPO4f3333ckajt27GD48OFERETw2muvsXXrVp555hliYmJ4//33ufbaa9m5cyfu7u7ccccdbNmyhVGjRnHgwAGuvvpqxowZw9ChQ9v82vZkcmlaiGOw2Wzk5uaSkpKCv79/u45FOx5XV1f8/PzIzc09/so9kKIo1NXVkZOTwx9//EFWVhZOTk7ExcURHx9PSEiIVOIT3Yparcbb25uoqCiGDh3q6CZ54MABDh48SFFRUa8d02Y2mykoKCA8PLxT/iftrWvx8fGOsWtVVVUdvl/R+4SHL8XVdSA6Xegxb1pt2y5AaLX+x92Wq+tAwsPvOOFYly1bhq+vL3feeecR49V8fX356KOPmDBhArW1tRQWFuLj40NRUdER25k0aRJ1dXXs3r0baBrrNm7cOPz9/dmxYwcxMTFcffXVODk5ERsby3XXXXfMMWd79uxh5MiRjBw5kiFDhjB79mzGjRtHZGQkAOeeey7bt28nKiqK8vJyKioq8Pb2dsQ2ffp0PvnkE0wmEwDvvvsu06dPB+C1117jpptuYuDAgTg5OTFjxgxiYmLYsWMHAHq9nu3bt/Pjjz8SExPDnj17+kySBtKiJsRRNTY2kpGRAcDAgQNxcXHp9BhCQkLYv38/1dXVjjmierrGxkbKy8spLy/HbDbj4+NDv3798PDwkKRM9BhqtRofHx98fHywWCxUVlZSVlZGbm4unp6e+Pr69qoxpnl5eXh5eeHh4dGp+9XpdI7WtfT0dPz9/QkNDZUu0KLNAgJmtKllS1Gs/PRTFEZjHq2PU1Ph7BzG6NEZHVaqX6fTsW7dOi677DJefPHFFlNWODk58eGHH/Lmm2+iUqkYMGAAtbW1rbY06/V6Lr74Yt577z3OPPNMduzYwerVq4Gm/+WkpCRGjhzpWN9msx3zs2rEiBGOMWoAhw4d4vbbb+f2229nw4YNKIrCk08+yddff42vry+DBg3CbDY7ks0JEyawcuVKvv32W0JCQsjLy2PixImOeB555BEef/xxx/YtFguDBw9Gr9fzxhtvsGnTJpYsWUJtbS0TJ07knnvuOampQXoiSdSEaIW9XHRXnxQ4OTkREhJCbm4ugwYN6rGJjNlspqKigvLycurr6/H09CQ0NBQvLy854RI9nlardXSPNJlMlJeXU1RURFZWFt7e3o5xVz31/7euro6KiopTLsd/suyta25ubmRkZPDnn38SHR3d67uEi86lUmmIjV1PUtIMQEXLZK3pfzc2dl2Hz6cWERHB6tWrWbp0KdOm/T0dwM6dO3n11Vd54403HC1Zq1ev5tChQ61u54orruCqq67iggsuQKVSMXbsWKCpsvSoUaN44YUXHOtWVFRQV1fX5hgHDBjA5ZdfzhNPPAHA448/Tn5+Pl999ZVjDtiLL77Ysb5Op+Piiy/mo48+IiQkhH/84x+4uro64rnttttaVKzMzs7G29ub2tpaiouLHfs5ePAgixcvZvPmzSxbtqzN8fZkcoYkRDM2m42srCyys7Pp168f4eHhXZ5IGAwGbDYbpaXH7xffndjHnaWnp7Nv3z4qKirw8/Nj6NChxMbG4uPj0+WvrRDtTafTERQURHx8PAMHDkSn05GVlcUff/xBXl4eRqOxq0M8IfZy/IGBgV2eGOn1euLi4nB3d+fAgQMyhYlodwbDNBIStuPs3LKIl7NzGAkJ2zttHrXJkyczffp03nrrLceympoa1Go1er0eRVH47rvveO+9947a3XrgwIFER0fz0EMPcdlllzlazC6++GL27t3Ljh07sFgsFBcXM2/ePNasWdPm+AoLC9mxYwcjRowAmsbxOzs7o9FoMBqNvPjiixw6dKhFbDNmzGDXrl18/vnnLRLQK664gmeeeYa0tDQAdu3axZQpU/jll1+oq6vjhhtu4IMPPkBRFAICAhy9GfoKaVET4i8NDQ2kp6ej0WiIj49Hp9N1dUhAUxersLAwMjMz8fHx6fYD6i0WC2VlZZSUlGC1Wh3jTPpCsQUhmrNPsh0aGkp1dTWlpaUkJSXh6emJv78/Xl5e3b6VraKiApPJRGBgYFeHAjR9HoaHh+Ph4UFmZiY1NTXd4oKa6D0Mhmn4+19KZeUuTKYCdLpgvL3HdnhL2uGWL1/O//73P6qrqwG47LLL2LNnD1OmTEGj0RAdHc2cOXN47bXXHGO/DnfFFVewcuVKZsz4u+tnaGgozz//PI8//jgPPPAAGo2G8ePHc/fddx81ll9//ZXhw4c7fndxcWHcuHGOVq2FCxdy1113cfbZZ+Pq6sqIESO49NJLW7T2DRw4kIiICOrr6x0JHsDcuXNRFIWbb76Z4uJiAgMDWbFiBeeffz4AGzZsYN26daxYsQK9Xs/kyZOZO3fuib+gPZRKOXy0ohB9jKIolJWVkZOTQ0BAACEhId3u5ElRFFJTU9Hr9YSHh3d1OEewFwYpKSmhoqICNzc3DAYD3t7ecgIlRDMmk4nS0lJHC7nBYMDf379bTtJuL+IRGhqKn59fV4dzBKPRSEZGBjabjejoaLkY1MfZx5X369dP3gvd1Pz58xk6dCg33nhjV4fS5dr6fu3el+aF6GBWq5Xs7Gyqq6uJiYnptgU7VCoVYWFhHDx4EH9//y4pbNIam81GRUUFxcXFNDY24ufnx6BBg7pNfEJ0NzqdjpCQEIKDg6mqqqKkpISCggJ8fHwICAjoVpVOi4qK0Ol0+Pr6dnUorXJ2diYuLo68vDwOHjxIREREt0wohejrcnJySE5O5ocffmDVqlVdHU6PIoma6LPq6+tJT09Hp9MRHx/fLa9oN+fi4oLBYCA3N5fY2NguPZkzmUyUlJRQWlqKVqvFYDDg5+fXayrcCdHRVCoV3t7eeHt709jYSHFxMYcOHUKv1xMQENDlYziNRiNFRUUMGDCg2ySOrbFfxLJ3hayuriYiIkI+i4ToRp566im+/PJLli9f3uHzMPY20vVR9DmKolBSUkJeXh5BQUEEBQV16xOR5iwWC/v37ycqKuqIyTA7Q0NDA4WFhVRUVODp6UlAQICU1ReinVitVsf4TovFQmBgIAaDoUuSjvT0dNRqNVFRUZ2+75NlMpnIyMjAbDYTHR3tqCon+gbp+ih6Eun6KEQrrFYrmZmZ1NXVERsb2+lzAp0qrVZLaGioY66mzrribp9cs7q6Gj8/PxISErq8ApwQvY1GoyEgIACDwUB1dTWFhYUUFBQQEBBAQEBAp7X619TUUFVVxeDBgztlf+1Fp9MxYMAACgoK+PPPPwkLC8Pf318uJAkheixJ1ESf0djYSFpamqOrY3evnng0/v7+lJSUUFJS0qGV2Ozl9QsLC6mvr8dgMBAZGdntu4gK0dOpVCq8vLzw8vKipqaGwsJC9u3bh7+/f4eXybeX4w8ODu6R/+sqlYqQkBA8PDxIT0+nvr5eqkL2MdJRTPQEbX2f9swzVSFOkH0+L/sE1j35Cqt9TEZaWhq+vr7tfjKlKAqVlZUUFhZiMpkICAggJiamxya2QvRkHh4eeHh4UF9fT2FhIUlJSfj4+BAUFNQhRXvKysqwWq0EBAS0+7Y7k4eHB4MGDSI1NZWUlBSio6N7ZOIp2s7+962vr5eCVqLbq6+vBzju55KMURO9WvPxaL2tIlhaWhparZbIyMh22Z7NZqO8vJzCwkJsNhtBQUH4+/vLlWghupHGxkaKioooKyvD09OT4OBg3Nzc2mXbVquV/fv3ExkZ2SVjYDuCzWZzdHePiYmRcWu9XEFBAZWVld2ugqoQdoqiUF9fT3FxMd7e3gQHBx9zfUnURK9ls9nIzs6mqqqKmJgY3N3duzqkdmU0GklKSmLgwIGndPJhs9koKSmhqKgIjUZDYGAgvr6+kqAJ0Y2ZTCaKi4spKSnBzc2N4ODgUx5zm5ubS319Pf379+9VJ7iKolBYWEhhYSFRUVH4+Ph0dUiig9j/1pWVlV0dihDH5O3t3aZidpKoiV7JbDaTlpaGoijExMSg0+m6OqQOkZeXR21t7UmV0LZP9J2fn49WqyU4OBhvb+9edYImRG9nsVgoLi6muLgYNzc3QkNDT+rCTWNjIwcOHOjV8yBWVlaSkZFBYGAgwcHB8lnXi1mtVsxmc1eHIUSrnJyc2lzNVxI10evU19eTmpqKh4cHkZGRvbplyGq1kpSURFhYWJsnpVUUhaqqKvLy8rDZbISGhuLj4yMnLUL0YBaLhcLCQkd3mpCQkBMqUZ6amopOpyMiIqIDo+x6DQ0NpKam4ubmRmRkpMy3JoTo1iRRE71KRUUFmZmZBAcHExgY2CeSD3urWEJCwnGT0pqaGvLy8jAajQQHB8sYNCF6GZPJRH5+PuXl5fj7+7epemNVVRUZGRkMHjy4TxQNslgspKWlYbVaiY2N7bU9LoQQPZ8kaqJXUBSFgoICioqK6NevX68ZCN8WiqKQnJyMl5cXISEhra5TX1/v6CYZFBREQECAXEkWohdraGggPz+f6upqAgICCAoKavV/XlEUDhw4gMFg6PGVHk+EoihkZ2dTWVnZK8cwCyF6B0nURI9nn8S6oaGBmJiYXju+4lhqa2tJSUkhISGhxdVho9FIfn4+FRUVGAwGgoOD+8QVcyFEk9raWvLy8mhoaCA4OBiDwdCiFb2oqIjS0lLi4+P7RA+Ew5WUlJCbm0t4eDj+/v5dHY4QQrQgiZro0UwmE6mpqWi1WqKjo/t0EpKRkYGiKERHR2M2mykoKKC0tBRfX1+Cg4M7dJJcIUT3ZZ+8Pi8vD6vVSnBwMH5+flgsFpKSkoiOjsbT07Orw+wyNTU1pKWl4efnR1hYWJ9MWIUQ3ZMkaqLHamxsJCUlxVE0pK9/uZpMJvbv34/BYKCsrAx3d3dCQ0P7ZAujEOJIiqJQXl7uqPRqH7sWGxvbxZF1PaPRSEpKiqPIiIzdFUJ0B5KoiR6prq6OlJQUDAYDISEhfT5Jg6YuTvYB8tHR0X1qnJ4Qou1sNhs5OTmUlpbi4+NDREREn+6NYGc2m0lJScHJyYno6GgZxyuE6HJyyUj0OFVVVRw6dIiQkBBCQ0P7fJJmNpvJzMx0JK5arRaLxdLVYQkhuimVSoXRaMTPzw+bzcb+/fspKSmhr1+3dXJyIi4uDkVROHTokMzDJYToctKiJnqUsrIysrOziYyMbPO8Yb2VoiiUlJSQn5+Ph4cHYWFhODs7U1FRQXZ2NoMHD5YrwkKIIxz+GVFZWUlOTg5arZaIiAjc3Ny6OsQuZbPZyMzMpL6+nv79+8v4XiFEl5FETfQYRUVF5OfnExMT06cHvkNTN8fs7GxsNhvh4eF4eXk5HrNfDXZzcyMsLKwLoxRCdDc2m42kpCTHPIrNlxcWFlJUVISvry+hoaF9ujukoijk5ORQWVlJbGwsrq6uXR2SEKIPkkRNdHuKopCXl0dZWRmxsbF9+mqv2WwmLy+PiooKgoKCCAwMbHXQe319PcnJycTHx6PX67sgUiFEd1RQUEBlZSUDBw5stdu40WgkJyeH2tpaQkND8ff377PdyxVFcSSvMTExeHh4dHVIQog+RhI10a0pikJmZia1tbX079+/zyYdR+vmeCxZWVmYzWap6CaEAJoqwyYlJdG/f//jTvAs3SH/VlpaSk5ODlFRUfj4+HR1OEKIPkQSNdFtWa1W0tPTMZvN9O/f31FKuq8xGo1kZmZiMpmIiIho0c3xWMxms8yRJIRwaD7XYlvYu0MWFhYSGBhIcHBwny1bX1lZSUZGBmFhYRgMhq4ORwjRR0iiJroli8VCamoqKpWK2NjYPlkUw96KlpeXh5+fH6GhoSf8OhQVFVFaWkp8fHyf7b4khGia0uTQoUMkJCSg0+lO6Ln19fVkZmaiKApRUVF9tnWttraW1NRUAgICCA4Ols9UIUSHk0RNdDsmk4mUlBT0ej39+vXrk1dwm7eiRUVFnfTYCEVROHDgAAaDgYCAgHaOUgjREyiKwp9//omnpychISEnvY2CgoI+37rW0NBASkoK3t7ehIeHS7ImhOhQkqiJbsVkMvHnn3/i4eFBZGRkn/sSbI9WtMNVVVWRkZHB4MGD+3QVNyH6qrKyMvLy8hg8ePApJ1f21jWAqKioPlkN0Wg0cujQITw9PYmIiOhz31NCiM4jiZroNvr6l1/zVrTIyMh2HVeWkpKCs7MzERER7bZNIUT3Z7VaSUpKIiwsrN3mnmzeuhYUFERQUFCfa10zmUwcOnQId3f3PnlRUQjROSRRE92CPUnz8vLqc91Jmrei+fr6EhYW1u5j8hobGzlw4ACDBg3CxcWlXbcthOi+8vLyqKmpIS4urt0/V/t665o9WXNzcyMqKqpPfW8JITqHJGqiyzU2NnLo0CF8fHwICwvrU192RqORrKwsjEZju7eiHS4nJ4eGhgb69+/fp15jIfoqo9FIUlIScXFxHVYApHllyL7YumY2mzl06BAuLi7069dPPluFEO1KEjXRpexJmq+vL6GhoX3qS668vJysrKwOa0U7nMViISkpicjISLy9vTt0X0KIrpeWloZGoyEqKqrD92VvXVOpVERHRx93nsfeRJI1IURH6TuXvUS301eTNJvNRlZWFtnZ2fTr14/IyMhOmX5Aq9USEhJCbm4uNputw/cnhOg6NTU1VFdXExoa2in7c3V1ZeDAgbi5uXHw4EEqKio6Zb/dgZOTEwMGDKCxsdExV50QQrQHaVETXcJoNPLnn3/2uSStsbGR9PR01Go1/fr16/SrzoqicPDgQXx9fQkKCurUfYuOpSgKNpsNq9Xq+L35PeD4P2t+r9FoUKlUfeZ/sC/o6v/zioqKFr0F+kpXSHvLmqurq4xZE0K0C0nURKezJ2l9bUxaWVkZ2dnZGAyGLk1Oa2pqSE1NZfDgwTg5OXVJDOLorFYrZrP5iJvFYnEkYq3dH62V9PD32dE+8tVqNRqNxnHf/Ge1Wo1Wq8XJyQmdToeTkxNOTk5otdo+cxLek5SUlFBUVER8fHyX/X2MRiPp6ekoikJ0dDR6vb5L4uhskqwJIdqTJGqiU/XF6o5Wq5Xs7Gyqq6uJiorCy8urq0NytOp1xtgV8TdFUTCZTBiNRhobGzEajUckZDabDZVK5UiGDk+KWkuiDr+HIxO01mJp3gp3vPvWEkfAkcA1v+n1evR6Pc7OzjJ3XyezWCzs37+fqKioLh+LarPZyM/Pp6SkhIiICPz8/Lo0ns5iNpv5888/pXS/EOKUSaImOo19Muu+lKTV19eTnp6Ok5MT/fr1Q6fTdXVIQFPCfODAAQYMGNBh1eD6KkVRsFgsLZKxxsZGx8+KouDs7OxIZA5PcpycnBzdEbszRVFabflrnohaLBa0Wm2L422exElrXPvLycmhsbGR2NjYbvMeqqqqIiMjA29vb8LDwztlTG5Xs5fu9/Dw6JPzggoh2ockaqJT2K8w9pUvLUVRKC0tJTc3l8DAQIKDg7vdMXfk/Ep9hb2FrL6+vsXNYrE4WpYOT1KcnZ37zOtttVpbTVYbGxux2Ww4Ozvj6uqKm5sbrq6uuLq69omT+I7SnedLNJlMZGRkYLFYiI6O7nbxdQT7xUlvb+8+1c1fCNF+JFETHc5qtXLo0CGcnZ37ROliq9VKVlYWtbW19OvXDw8Pj64OqVVWq5WkpCTCwsLw9fXt6nC6vcOTsrq6Ourr67Farbi4uDgSDVdXV1xcXCThOAZ7a1xDQ0OL19JsNjuSt+YJnLyWbZOSkoKzszMRERFdHUqrFEUhPz+f4uJiwsPD8ff37+qQOpzRaCQ5OZmAgACCg4O7OhwhRA8jiZroUDabjdTUVABiY2N7fVcno9FIamqqo6tjdy/WUVZWRl5eHgkJCXIyfBhFUWhoaKC2tpaamhpqampaJGX2JMLFxaXXv687i9lsbtEyWVdXh9lsRq/X4+7ujoeHBx4eHt3+/6or2LsXDh48uNuPC6yuriYjIwMfH58+0Q2+vr6eQ4cOERYW1ieSUyFE+5FETXQYRVHIyMjAaDQyYMCAXp8IVFdXk56ejp+fX4/p5qIoCn/++Seenp6EhIR0dThdSlEUGhsbHUlZTU0NiqI4EgR3d3dcXV0lKetkZrOZuro6x9+koaEBvV7v+JtI4tZ0QezAgQMEBAQQEBDQ1eG0idFodEzIHRMT0+2Ty1Nlr7bbr1+/Li/yIoToOSRREx1CURRyc3OpqqoiLi6uV59IKYpCSUkJeXl5PbI7T11dHYcOHSI+Pr7T53Xrao2NjVRXVx81MXNzc+sRCXdfYrFYWrRyNk/cPDw88PT07PUXhQ5XVFREaWkp8fHxPer9arVayczMpL6+ntjY2F4/bq2iooLMzEz69++Pu7t7V4cjhOgBJFETHaKwsJCioiIGDhzYq0/+bTYbOTk5VFZWEhMT02O/fDMzM7HZbERHR3d1KB1KURTq6uqorKykqqoKo9GIu7s7np6ekpj1UM0Tt+rqasff1NvbGy8vr179+QNNLY779+8nJiYGT0/Prg7nhCmKQkFBAUVFRX2itcl+US8uLq7XJ6ZCiFMniZpod6WlpeTk5BAXF4erq2tXh9NhzGYz6enp2Gw2YmJiuk3p/ZNhP9mLjY3ttsVPTpbVaqW6upqqqiqqqqpQFAUvLy+8vb37ZOtLb2c0Gh2JeE1NDS4uLo6/t6ura69LxLOysrBYLMTExHR1KKfE3toUFBREUFBQr/s7NZefn09paSkDBw7s0d8bQoiOJ4maaFeVlZVkZGT0yhP+5urr60lLS8PNzY2oqKheMW6psLCQ8vJyBg0a1ONPksxmM5WVlVRWVlJTU4NOp8Pb2xtvb29pNetDLBYL1dXVVFZWUl1djUqlcrwPPDw8evz/bX19PcnJySQkJPSKlsPe+LnaGkVRyM7Opra2lri4uF4/Pk8IcfIkURPtpra2lpSUFKKiovDx8enqcDpMb73ya7PZSEpKIjg4uMeNs4OmlrPKykrKy8uprq5u0f1Nr9d3dXiiiymKQk1NDVVVVVRWVmK1WvHx8cHPz69HJu+KonDo0CHc3d0JDQ3t6nDaTW/qqXAsiqKQnp6O2Wymf//+0rIvhGiVJGqiXTQ0NPDnn38SEhLSY6qOnai+MJaisrKSrKwsBg8e3CNOHBRFobq6mrKyMqqqqnB2dsbX1xdfX99ee4InTp19rGJZWRkVFRVoNBrH+6anjBuqqKggOzu7x/yvnojeMvb3eGw2GykpKajVamJjY3vcxQIhRMeTRE2cMpPJRHJyMv7+/r22xLvNZnNMYt2bq5MpikJKSgqurq6EhYV1dTitsp9kl5eXU1FRgUqlcpxk9+YxkaJj2Gw2qqurKS8vp7KyEhcXF8f7qbtWq+3prd9t0byabm/upWG1Wvnzzz9xcXEhKipKkjUhRAuSqIlTYrVaSU5Oxt3dnYiIiF75JWO1WklPT8disRAbG9ttT97aS0NDAwcPHiQ+Pr5bdRk0m82UlpZSVlaGxWLBx8cHX19f3N3de+X7TnQ+q9VKRUUF5eXl1NTU4OHhgcFgwNvbu1u9xwoKCqisrGTgwIHdKq6OUFVVRXp6OqGhob22t4bZbCY5ORlfX99e1Y1VCHHqJFETJ01RFFJTUwF6bbcNs9lMamqqY1LW3tbF6Giys7MxmUzExsZ2aRz2cUUlJSVUVVXh4eGBv78/Xl5evbbQgOgeTCYT5eXllJSUYLPZ8Pf3x9/fv8uLdphMJpKSkvrUXFy1tbWkpqYSEBBAcHBwr/yuaWxsJDk5mfDwcPz8/Lo6HCFENyGJmjhpubm5VFZWMmjQoF6ZwBiNRkc3wN5cgaw1FouF/fv3069fP7y8vLpk/2VlZZSUlGC1WvHz88NgMHT5SbLoe+zjIEtLSx0XCwICAvD09OyShCEjIwOAfv36dfq+u1JDQwMpKSl4eXn12t4b9tbDAQMG4Obm1tXhCCG6AUnUxEkpKysjJyeHgQMHdqvuce2lvr6elJQUfHx8CA8P75UnBcdTXFxMSUkJ8fHxnXb8DQ0NFBcXU15ejouLCwEBAXh7e/epJFl0XyaTidLSUkpKStBoNBgMBvz8/DqtvLq9sm5CQkKfLJZjMplISUlBr9fTr1+/Xvm5UFRURFFRkcyxJoQAJFETJ6Guro5Dhw4RExODp6dnV4fT7mpqakhLSyMwMLBXld8/UYqicODAgaYuXwZ/dmXvoqCmgGCPYMZGjEWjbp9WVHuLRWFhIXV1dfj6+hIQECCFQUS3ZbPZqKyspLi4mIaGBvz8/AgMDOzQFl9FUUhOTsbb25vg4OAO2093Z7FYSE1NRaVSERMT0+vmIFMUhaysLBoaGoiLi+uVyagQou0kURMnxF7hMTAwkMDAwK4Op93Z50gLDw/vtdXUTkRVVRXPf/8865LXkVuT61ge5hnG+knrmTZo2klvW1EUKioqKCwsxGw2ExAQgMFg6HUnXqJ3q6uro7i4mIqKCnx8fAgKCuqQqrBlZWXk5+eTkJDQ50/ebTYb6enpjnG0va3lyWazcejQIZydnaUSpBB9nCRqos1sNpujjHBkZGSv+/IoKSkhNze3186RdjISDyYy4+0ZqGwqhmQNwa/WjzL3MvZH7semtrH9iu0nnKzZbDbKysooKipCURQCAwPx9/fv8yefomczGo0UFhZSVlaGp6cnQUFB7Vbsw2q1sn//fiIiInptmfoTZW95qqmpoX///r2uC77ZbObgwYMEBAQQFBTU1eEIIbqIJGqiTRRFITMzE6PRyIABA3rVSbV9Iuvi4mJiY2P7TCW147HarEStj6LfT/2Y/8l8Aqr/Lo1d7FnM05OeJn10Oum3peOkOf6UBVarldLSUoqKitBoNAQFBeHr69vrEn7Rt5nNZoqKiigpKcHV1ZWgoKBTLjySl5dHbW0tAwYMkP+XZhRFIT8/n5KSEvr379/rCnDYhxlER0d3SVEnIUTXk0RNtElhYSHFxcUMGjSoV80jpigKeXl5lJeX079//147kfXJ+CbzG1YsW8F9b98HgIq/TxBt2FChYuUVK9kVvwutWouzxhmdRodeq8dZ64yzxtmxTG1To7Kq0Dvp8XT1xN3FvWk9jfPf6x7j/kTWddY4t9v4OSFOlsVioaSkhOLiYnQ6HUFBQSc1H5vRaCQpKYmBAwfKuM2jKCoqIj8/v1dOWVBeXk5WVhYDBw6U7ych+iBJ1MRx2UsGx8XF9aoTBUVRyM3NpaKiggEDBvS6rjOn6o29b6AZp8FQbWiRpNkpKNQ61/LyuJexaC2YNWYsagtWjRWL2oJF89dN/fe9VWM9Yj2zxtzyOX/dK+qT/2hqnjg2TxqdtS2TOhety5HJ3ikmiy0SVUkc+zybzUZpaSmFhYVotVpCQ0NPqIUtLS0NrVZLZGRkB0fas9m7rsfGxuLh4dHV4bSrvLw8KioqGDhwoIzhFaKPkURNHFNDQwPJyclERkbi6+vb1eG0G0VRyMnJoaqqigEDBsj8XK346o2vUM9qpYur2gpD9oFfGZT5wb4hYGv/RMSqsmJVW1sme81+tqqtR03y7I8f7bmHb6etSeWJJp82tQ0AjUqDs/avxPEYSZ1eo2+ZTB4nATyRZLH5vVYtJ3udzWazUVJSQmFhIXq9ntDQ0FZbf+pq6njjyYewNRajaP1IuOAiRo0e1at6MnSU0tJScnJyel1FYkVRSEtLw2az0b9/f+n+KkQfIomaOCqLxUJycjI+Pj6EhoZ2dTjtRlEUsrOzqa6uliTtKBRF4bE7H+PMR89s+cDY72D+UxBQ8veyYgM8NR92ndu5QfYANmwtkspjJZBHa2Fsy3Nb286xkkqbxobaSY3KSYVGp0HjrEHj9Ne9ToPWSYtWr8XJ2QmdTnfC3U9PdN2+lDharVbHXFkeHh6EhoY6urQ9e/fNxA7fhsa/9O/1S/1J/f1ybnpwU1eF3KOUlZWRnZ3d65I1q9VKcnIynp6ehIeHd3U4QohOIomaaJWiKC3mquktV/DsSVpNTQ0DBgzodWWd28uKr1ew46UdrHtp3d8Lx34H961s+rnZ28H+CZL29kL8i8fhonNBp9GhsqrAClhoeX+sZYcvP9rjh99EhzKrzSfconmspPHw5NOqsYIWFCcFlZMKnEDtpHbcq3VNN61O25RY/nXT6rRNN33TvZOzU1Ny6axD56JDp9Oh0+twdnbG2antrY9atbbDP/PMZjMFBQWUlpbi6+vLJ889StwFzwDQfNeKDVDBoS/+LclaG9nHdfW2IhxGo5GDBw8SHh6On59fV4cjhOgEkqiJVhUWFlJSUkJ8fDwaTe8YXyNJWts89v1jLP1iKZ51nrzzxDtobdqm7o5vXAWGEloZroaigAUNFQ2RqGjqLqk4VlQ1/aw0/dz0O47HQIWiqFr8bt9m898PX0+xr//XMpWiAhugqJp+Vpr2qVJUqBTA1myZ7bB1HL83/cxhv6uab9fWtL2m9QBFjcpmX++w7Vn5+zktnqdCZf07LrXtr+NyxNTs9+bLW1unPZ7Xmfs63raOtt1TfJ5FZcWqVrBhw6ZWmrrWqpSmLqoqG1b7Td10b1MrKGoF2183RQ2KRoWiVlA0gBrQqEADaNSgVqFoVai0oFJrQKtGrVWj0qhRO2kc9xqtFpWTBo2mqeVSUamor68nuv8DqHzKaS0/VGxgKzcwemIGbh69q7JhR7Ena72tZc0+ZnzQoEEyrlqIPqDv9DcRbVZbW0tBQQEDBgzoVUlaTk4O1dXVxMXFSZJ2FJt/3czSL5aiN+l58M0Hm5I0QBnyB6rm3R0Po1KBE1YCXNM7K1QhToiWnvuFp1KDxr+EN558iOtXPNjV4fQIvr6+jrFdvSlZ8/LywmAwkJ6ezsCBA3vVVDlCiCPJf7howWKxkJGRQUhISK+Zk8Ze3dFeOESStNa9+ser3PzRzWgtWla9vYrBOYObHtCDOeToSVpzFtRY0GBFjRU1ttaa34QQJ8XWWNzVIfQofn5+REREkJaWRk1NTVeH025CQkJQqVTk5uZ2dShCiA7WUy8wig6gKApZWVm4uLgQEBBw/Cf0AM1L8MfFxUnhkKN49+C7zH1vLiqbijvfu5NRqaOaHnAB7oUDGjOntWE7X39+Feo//HB0X/xrueLoz6U09URTKU0l/1W25j0bHT8rqqYf7es2f1xB+etnFSrFBmoV9o6W9pL+ikqFCuWv/SpN3clU9v2rHD+rVErTMlRNPzffv8r+yF8x2I/hr/UU7Itsf+3PHqPjqJvu/orv78dUjo6bTfuxHbZ/+76a/X7Y66NyrPf3vcoe7V8/t3zM3gNQabaNv39uuY9mx/zXK2tftynuw16Lv56nwvb3No547Mhjab6P5uurDo/b/vdrtp6q+fPsy2j+vMOOrdmyFu9Mx/ug2b2iNHWXBdSK/c+toFLsvzf9/eyzR6gUBfVf9ypUTfcKzZb9/adXtVimOLbvrK/FfcB+jket7x2fy53Jz8/PMea6t8yzplariY6O5uDBg3h4eODj49PVIQkhOogkasKhpKSEuro64uPje03xkIKCAknSjuOztM+Y+c5MrDYrCz9eyPn7z296wAm4A8wRZjTe3x9zGzYFym1+RGjC0JzRO7rL9hqH5Y2iY/yVwp4Us8nMAP8C1D5lxxyjNnPhXacSYp/l7++PoiikpKQwYMCAXtFbxNnZmcjISLKysnB1dZXvNyF6Ken6KACoq6sjLy+P6OjoXjOhZnFxMcXFxfTv31++xI5iV9Yupr45FZPVxLVfX8ulv17a9IAalNsUqsNq+N5tC0PcfgSaCnzYDjsbtf3VUpD8/T/QaCVJE+JEOemcKCszHDVJQwXJv0wlJy+H2traTo+vNzAYDISEhJCamkpjY2NXh9MufHx88PX1JT09HZvN1tXhCCE6gCRqAqvVSkZGBkFBQb2iWwhARUUFeXl5xMbGOuYoEi39mv8rU16fQoOlgek/Teea765xPGa+zkxhWBFf+XzDeO9tAFgVNclJI6mwtSwLXW7z47+7/kkQEZ0avxC9hUZXi390CgCH12G2lRtI/vwG/v3wZry9vUlJSSErKwurVealOFGBgYH4+fmRkpKC2Wzu6nDaRVhYGIqikJ+f39WhCCE6QO9oOhEnzT4uTafTERQU1NXhtIvq6moyMzOJjo7uNYlne0sqTmLiqxOpMdVw4d4Lmf/JfMdj9ZfXU9q/jF1hxVzhv8GxvOKTgXiWnUFp8fkctJWBSx00uOFl8cBXowFptBTipHiH/YBa05R4+b7nTsW3q8GvjDxnP+beGsbCCXtQq9UEBwfj6+tLVlYWSUlJREZG9qp5wjpDaGgoZrOZlJQU4uLienxl48PHq8n7QYjeRVrU+riysjJqamro169frxiXVl9fT1paGhEREfKFdRSp5amc//L5lDeUc3by2SzdsdTxWM0FNVSfXc23MSou8r8fJywAVP0aiS3rLBoifNBoNQTpAgiy9iNIF4CzizM2m1Wu8AtxEjS6WryCfwfAZnUi/B0NTv+LgK/Ox/nn07C4+PN06k9UG6uBprFJ/fv3Jzg4mPT0dGldO0EqlYqoqCicnJxITU3tFV0G9Xo9ERERZGRkYDKZujocIUQ7kkStD2toaCAnJ4d+/frh5OTU1eGcMqPRSEpKCsHBwfj5+R3/CX1QTlUO5798PkV1RQzLHMaq7avQ2JquKNecVYNtmo3Po9wY57scL5pODOsyDCjfnU11fGCr21Sr1Gi12qauRFKwQogT4hX6vaM1rTTtApzLFVxo6sbmXwb6BmjwOYste7Y4nqNSqTAYDCQkJGA0GklKSqK6urpL4u+JVCoV0dHRKIpCRkYGyuH9TXsgPz8/vL29e83xCCGaSKLWR1mtVtLT0wkICOgVE4Hau7L4+voSGNh6QtHXFdcVc/7L55NdlU3//P48/MbDOFmaEvSG4Q043+jMh0FuDPK+jwhyAGgs80D95mhKR/Y75ra1Wi0KCharpcOPQ4jeQuNUg3fIXqCpNa04ZQpqmxUX/p4fKzQP8B/LEz9vwmxtOa5Kp9M5WtfS0tKkde0EaDQaYmNjaWxsJCcnp1ckN+Hh4VgsFgoKCro6FCFEO5FErY/Kzc1Fq9USEhLS1aGcMqvVSkpKCm5uboSFhfWKLpztraKhggteuYCU8hTCSsN47LXHcDE2FVkxJ5jRL9LzvrcTHt4bGMmepuX1zug3n0beOUOOu32VSoVOq8NsNmNTen5XIiE6g1dYy9Y0i9ELtWLDhTzHOqF5gMaFAl0kb+5/84ht2FvX4uPjpXXtBGm1Wvr3709lZSWFhYVdHc4p02g0REdHU1RU1Ksm+BaiL5NErQ+qqqqivLycqKioHp/U2Gw20tLScHJyIjIysscfT0eoMdYw6bVJ/FH0B/5V/qx9dS1edU3j92yxNpzucGKHp4oi73e4hA+allvVeGwcQOqYMW3ej0ajQa1WYzFLq5oQx6N2qsY75H8A2Cw6ilOmNC23WVskaiH2Yn6B/8ejPzx61Jaf5mPX0tLSyM7O7hXjrzqavVWyqKiIkpKSrg7nlLm4uBAaGkpmZqa0rgrRC0ii1sdYrVaysrIICwvr8XOLKYri+DKKjo5GrZa38+EazA1c8uYl/Jz3M551nqx9dS2GSgMASpiCepmaj73gJ68f+TfPOJ7n+WwYSWdOodWJnY5GBVonJ6wWq7SqCXEc3s1a00rSLsRibLp4orZZcW2WqIWn//U/6HMm+8uz+TTt06Nus3nrWl1dHcnJyb1mzrCO5OLiQmxsLLm5uVRUVHR1OKfMYDCg0+nIy8s7/spCiG5Nzmz7mJycHPR6Pf7+/l0dyinLz8+nvr6e2NjYHl9iuSOYrCZmbJvBN5nf4GJ04dHXHyW8JLzpQQOolqv43B/e8UrjXlajoSm58tjmy74BV6JoTvzjQaNWo9FqMJukVU2Io1E7VeEd2tSaZrU4U5wyuekBRUFjs6Jv3vUx+a9CT2otGMbx6PePHnf7zs7OxMXF4enpycGDBykrK2v3Y+ht3N3d6devH5mZmdTV1XV1OKfEXtnSXtVZCNFzSaLWh1RVVVFRUdErujyWl5dTUlJCbGxsr6hY2d6sNiuzE2fzccrHOFmcePCtB4nLi2t60Bu4G74Jgs2e5TyouhtXGgBw3+XCAY9rsOpO/jXVOmmbyvVbpNuNEK3xCv0etbrpwkhp2gVYTU0FnVR/tUQ7UQfUAhBS0KyrY8D5fJ35NXvy9xx3H2q1mrCwMKKjo8nJyZGucG3g7e1NSEgIaWlpPX5CbGdnZ+kCKUQvIIlaH9G8y6NOp+vqcE5JXV0dWVlZ9OvXD71e39XhdDs2xcYNH9zA2wfeRm1Vc+879zI8fXjTg67AXfDfCHjEy8hq9T0EUQSAS7KWlKprMLq6ntL+1So1WicnTBZTr6ikJkR7Umkr8An7A7C3pk1xPKa2/X1CrVY3tYIZrGaCav9a6D0MnAN57IfH2rw/Ly8vR6GR5ORkGhoaTv0gerGAgAA8PDxIS0vr8WP8pAukED2fJGp9RE5ODi4uLj2+y6PZbCYtLY2QkBCZ0LoViqKw6JNFbN27FRRY8tESxh4c2/SgDlgGP8XCSi+FO9SPEM9BAJyKVeQduoI6z/aZf85JowXAYpEukEI4KOAd9kOz1rQLsZo8HA9rbH//v6i15Y6fT9vn8vc2As5j24FtZFRktHm3Op2OAQMG4OPjQ3JyMiUlJXIR5ShUKhWRkZEAZGdn9+jXSbpACtHzSaLWB9i7PPb0qoj2Co+enp4EBAR0dTjd0oqvV7Dh5w0A3PjFjUz+7a+xLxpgMfw6GO71gtnql5jA1wCoG6By92TKvaPaLxAV6LQ6LBaLFBYRwk5bjk/YPuCwsWl/UTVrwdE4/13UInx380Tt/7ApNtb+uPaEdq1SqQgJCSEmJob8/HwyMjKkS9xRqNVqYmJiqK6upri4uKvDOSXSBVKInk0StV7OYrGQlZVFeHh4j+7yqCgKWVlZAERERPTohLOjPPr9ozyw6wEAZv53Jld9f1XTAyrgFtg7EpZ7wTjNF8zlpabHbGD85mwKvIa1ezwarQa1WiPl+oWgqUuyT/jRW9MANM26Pmpd/m5Rc0/WEqm1/xIDbv14ce+LlNWfeJEQT09P4uPjMZvN/PnnnxiNxhM/mD7AycnJkdRWVVV1dTinRLpACtFzSaLWy+Xm5uLi4oKfX/t0aesq9gk8Y2JipAx/K57++WmWfbEMgMl7JnPTFzf9/eC1sP9cuNMb+muSWEqzqnHfDiTLbXyHxeWk02K1WLH28LEeQpwqlaYC37D9QOutaQDqZl0fndz+TsLcC22MaNaoRsD51Jvr2fTLppOKxcnJiQEDBuDu7k5ycrJ0izsKNzc3IiMjycjI6NHTHDTvAimToQvRs8gZby/WW7o8VlVVUVBQQExMjFR4bMVLv7/E/J3zATj3wLks+X/2zjtOrrJsw9epM7O9t/QKCQkk9KofBARDCTWAiliwoSigIGDBhkgIoFFBxQaCgqh0FGkqEDqhhPRN397blFO/P87M7OxmN9um77l+v4Wc2TNn3nenvff7PM/9PPH1/l+uhE0fhWuLoEhq5Id8BxXHzUx+s4pt0jkJHZtjLCKjaxpkbqmHi8uEsGyLkulrEcLRtJZtp+4TTQMQYzY0BF//grqkW+dgNeYLu2IZILDm9TUE9PGZgwiCwPTp06mpqWHbtm1Z0ew5EZSUlFBeXs62bdsyuuY2kgK5a9cuNwXSxSWDcIValpItKY/BYJAdO3YwY8YMcnNzUz2ctOPB9x7kM499BoBDaw/lu//4LqIdflsvh63nw9eLQZD6+DE3UIJT96JsyWeT/5M4eZGJRZIlbNt2FwcukxexjZKpHwBg6l5ahoimwUDXRzw6vaLTH7LaDmI2eZgf+Sj3VkHBQbT6W7nn3XsmNLTy8nLmzp1LXV1dxptnJIqamhq8Xi87duzI6L9PJAVy7969qR6Ki4vLKHGFWpaSDSmPhmGwbds2ysvLKSkpSfVw0o6H33+YTzzyCSwsFuxdwM1/vRnJCDf+/hBsv9QRaUHJ5Dv8kNk4LnFyo8qW5s8C8vAXjyOiIKK4dv0ukxTTMCmd+Up/NK32VEw9b8hzY4WaJUp05Drv0UpCtG3xcWhsN5LKkwFYvXY1pjWxTZD8/HwWLFhAT08PW7duzejIUSIQBIFZs2ahaVpGi5xICmR7e7ubAunikiG4Qi0L6enpyfiUR9u22blzJ16vl5qamlQPJ+147N3HuPiRizFsgxnNM7jtL7ehhsLb7YfB7i/B1SXQI8OXuIujeQ0AsUdkx/ZPYloT65U2VmRJRkBwF4DxxnbS6izbwrQsTNNpNB77YxjGgJ8Bvzed+sHINSzbclNU44kNttxKyZQNQCSa9tFhTx8o1GR6i/o/v0PrVBZ7IJL8LVWeDIJMbUctj2x6ZMJD9Xg8HHjggUiS5PZbGwJJkpgzZw5tbW20t7ePfIc0JZICuXv37ozvE+fiMhlwhVqWYds2u3fvpqamJqNTHpubmwkEAsycOTNjxWYisG2bJ95+goufuJiQFaKys5Kf/fln+PrCTgMLoO4quKoMumQ4i0c5n78DIOjQsPE8QkYKWhsIjoGBa9c/CsLiKyK6DMNA13U0TSMU0ggGgwQCAQL+AP6An2AgSDAQRAuF0DQNzdDQDT36M1ioRW7XDA1N19BCIUKBUPQ6/oDfuX4wQDAYJBTS0DQNXdf7hV5Y3LnsH900qJj9Wkxt2mnDRtNgoFAzJRmtIuZvvFnCK8JBnsjvc6H4cABWrV0Vl2i1JEnMnj2bkpISNm3a5EZdBuH1epk5cya7du3KaHOR8vJyRFGkqakp1UNxcXEZgeTkPrkkjUjPl0zuM9bX10d9fT3z589Hlt2XaATLsnh63dN8/OmP4zf8FPcW8/M//5zCznDj75nQ9E24qhLaZTicN/iqvSZahtb+wUn0BOelbPyS5Nj165qBx5O5mwjxwrItbMvGtp0fy7KxbSt6LAhC+EdEEJy0JUEUEJFAAEHs38AQESdcbmjbNnY4nGbbzn8iYwGwLBvoj7rFjlEURef/ggiigBi+fTJj2RaC3EpxTUw0bdvw0TTYN/WRqQa85Rx7nO4kHOaDd8KO+rlTV9DX/iqv173OS7tf4oQZJ0x43JF+ax6Ph9raWmbMmOGmnsdQVFREWVkZO3bs4IADDshIF+KIkczWrVspKSnB4/GkekguLi7D4K6CswhN06ivr2fu3LkZu0gyDIPt27dTXV3tmofEYJomz7/zPJc8cwndeje5wVzWPLCG8uZy54QqaLkBvjYFWmSYwU5+YN6IJDk78v7NB9PWfXQKZ+CgqDKhYAjTNJEkKdXDSQ42WFjYpu2kF1o2lmXuI3REUUAUlJQJHUEQECJqbxQPPZTQNG3duQ3bEZWC5MxLFMPHmbeoHS+GblB94Bsx0bSPYur7/0wbINQkGbOmP6KW3+z8+0AVfAIEbAgVHQGiF6wgt7x8S1yEWoTS0lJkWWb79u3ouk5lZWXcrp3pTJkyhc2bN1NXV8e0adNSPZxxkZeXR3FxMXv37mXOnDmpHo6Li8swTJ5vzUlAXV0dhYWF5Ofva/ucCUSaWnu9XndREIOu6/xn3X+49PlLaQu1oeoqdzx0B1P3TnVOKIH278CVs6BJhkI6Wa1fi09yakz03dOobzo9hTPoRxREZFlG1/WsrYWybAvTMNF1nVBIc1IIA8GomYooiaiqitfnxefz4fV6UVUVRVGQZAkpHJ1Kd0RBRJIkZFlGURQ8HhWvNzwnnxdVVhFFAcuy0TSNYCBIIBggFHLSKE3TzNrXgGlZiEo7RTURp0cfLdtOG/F+A1IfRYlAjBdUeTBEqE9CFmBJ2FTEECTya5wo3ZNbn2RDy4b4TQIoLCxk/vz5NDQ0UFdX55oBhRFFkdmzZ9Pa2kpnZ2eqhzNupkyZQk9PT8Y39HZxyWZcoZYl9PT00NnZydSpU1M9lHHT0tJCX18fs2bNyoiFajIIhUK8/M7LXPa/y2jwNyCZErc8fAvzasMpjHnQ+S24cj7Uy6CgcWvom5QpTk8kq7WQ3bsvJBk2/KNFlmVsbAwzO4xFYoVZMBgcUpT5fD58Xp8jyGTZSQPN1uiSEBZxshQVcMOJt6wUbjYYuk7V3DcG1aaNnCEwOPXR8IFfcl4nUwjQvMupRT0sxv2xaMYF0X+vXrs6HjMYQG5uLgceeCDt7e3s2rXLFWthPB4PM2bMYOfOnYRCoVQPZ1woikJNTQ179uxxjUVcXNKULF0pTC4iBiLV1dUZayDi9/upq6tj1qxZbl1aGL/fz2vvvcYXX/kiO3t2IlgC33vqeyzZsMQ5wQO918NVi2GPDGBzo/9HzPNscX7f62HXtkuwrfR6TQiCgCqr6LqekYYUtm0PK8xkWXYiZYNEmbvxMIR48/pQPZ7hhZuVmQ6UpmkiedoprFnvHI8ymgb7pj4iQGfYor+CEO1bHKE2S4HC8Ld3nVxFjq8agPveu4/6nvp4TSWK1+vlgAMOwO/3U1tb6y7qw5SUlFBcXJzR/dVcYxEXl/TGFWpZQMRAJFPTBU3TZPv27VRVVWVs2ma86e7u5u0P3uZrb3yNzR2bwYavP/91jn/reOcEGfzXwFVHwM6wX/eXen7DcTkvOge6yJ4tH8PUClIzgRGIiBfTyIwm2JZtYRhG1HVR04cWZrIsZ2+kLN4IIIni8MItGCIQCqBpWsZE22zbRjM0J5omOANu3jpybVqEwa6PAH1hHw8RCL3nvNlFoT+qZiGwcOGXAdAtnTWvrYnDTPZFVVXmz5+PaZps2bLFbbURZtq0aViWRV1dXaqHMi4ixiKNjY0ZGxl0cclm3BVFhhMxEJk+fXpG7tpHooGqqlJVVZXq4aQFHR0dfLDlA775zjd5p+UdAD6/9vOc/lK4zkyA4Ffh6yfAtrBIO6vrSVbmPxC9RsOWFYR6q5M88jEggKKqGHr62vVbtjUgamYYBqIooHo8rjBLBIOEWyRVEhgQbUvnFg+GYeDxdVFY7dSmGVrOqKNpMITrI6BX9s9V3NJvwBOb/thddCSy6Ai7u968i+5QYmz1ZVlm3rx5KIrC5s2bnVrTSU6kXq2lpSVja71ijUVcXFzSC3eFkeFkuoFIW1sb3d3dbl1amPb2drZu38qNH9zI2vq1AKx8eyUXP3Nx9Bzt8/CNU2FTOKPxqK43ucp7W/T3bds/TF/bgqSOezxIopMKp2vpszMfK85CgRCW1R8183q9juGHOHErfJeREQQBSZacGr+wMBZFp2l6KBAiFNIwDTNtUs4iUdfKua9Ho2kt2z6KZYy+ufxQQo2p/e8Pz97+udYoUBU+ZYuhcPw8p1atO9TN3W/dPd5pjDzGsDDJzc1l8+bNaJqWsMfKFLxeL9OnT2fnzp0Z+/dwjUVcXNITV6hlMJluIBIIBNizZw+zZs1CUZRUDyfltLe3s33ndm7efDPP7HwGgNM+OI0vPv7F6Dn6x+Hac+CDsEib272DVdZ14HEWcD0NB9Gx99ikj328yIqMZZkpTYHsT2t0mj5bloUsy3h8HjweN2qWFghOuqyiKHi9Xjw+J0VSM8KpqGmQHmnoBt7cbgqqYqNpp47pGkOlPobK+39f1GoSWx52mK//36Uz+01F7nj1DnQzcdEuQRCYMWMGeXl5bNmyJWPFSTwpLS2lsLAwY+vVXGMRF5f0xF19ZCiZbiBi2zY7d+6kvLycgoL0rKNKJm1tbezYuYOf1v6UR7Y+AsBxtcdx7T+uRbCd8I15Flx/Cbwb7k1a3tPG7zu/iFXsLO6CHTU0bTudTAr3ROz6NUNL7iLbBtMwCYU0QoFQOK1RxOvz4vF4XHGW5oiCkyLp8/iin3+aphEIBVJiUmOaJqZpUjH3tf5o2tblY4qmwdARtUBMr+kqK0hXY39z4kNj0h/fMIs5euoxANT11PHA+v5U6EQQEWv5+fls3rzZrW/CqVfTdT1aN55puMYiLi7ph7sSyVAy3UCksbERy7KoqalJ9VBSTltbG7t27eI3e37D/RvuB+CQPYfw/b9+H8EMi7ST4FtfhLfCa7TcXj9/r/0U5nRnJ9voK6B+40qwM88xM+LyqSfBrj+S2hgIBdB0zak583qiaY2uOMswwpE2VXV6uKmyimXZ4dTIUHJSI22n16Evv4eCyphoWu1HxnypfVwfAT0XArEW/Tv7xV+JBDPDyQi7dfjwwk9Hf7dq7aqEzz1iRFFYWMiWLVsmvViTJIkZM2ZQX19PMBhM9XDGjGss4uKSfrirkgzEMAwaGhqYNm1aRtZ1BQIBGhsbmTlzJqI4uV+C7e3t7N69m780/YXfvPMbAOY2zeXWB29FCjk76tZR8L2r4bVwmpMnoPPUK5/EXNLr/F5XqNtw0Zh379OFiF2/kahIiO1EPCLRM8uyUWWn7ilac+aS8URq2jweNZwaKUZTIxMZZTNMA9u2KZ/9akw07fRxvR8HNrwOb7oI0J3nvEYrCdK6zTfgPofHRNV2euayoMypT13fvJ6na58e8xjGiiAITJs2LSrWJnsaZH5+PmVlZezcuTMjUyDz8vIoKiqivj7+bR5cXFzGjrtCyUAaGxvJycnJyJTBSMpjRUUFubmjs6zOViINZB9rf4zVrzuNamvaa/jFX36B0utsk9uL4Mc3wEvhP5USNHj64c9gndLm/N4SaNh4PnqgLCVziBeSJCGKEoYev6iabdsYhkEw5NQwiaIQrTuTZCmTMkRdxsiA1EglNsoWrmWLE5EIbU5BbDQtl5baU8Z1PWkoMxHAX+q8WCXAWD+wnvcQb/8X+XN9AisPuij6u1UvrxrXOMZKRKwVFBS4Yg3HmMMwjIxNgaypqaGjowO/35/qobi4THpcoZZhaJpGc3NzxhqIRFIeq6vT2Do+CXR0dLBr1y6e73me7730PQBKu0v5zYO/wdPp5Dfac+DW78FzYT0uaRb//P3lsLLfQrml9lQCnbOSPPoEIDjGIqZhOo2OJ0Csc6Nu6I5ro5vaODkRGBBlEwTnMzQYDDoGNhMMeJiGiSAIlM9+JaZv2thr06LDHZD62C/UzKr+28VtA3cY8kQ4IFym3GpCQcVxTMmfAsALO1/grfq3xjWWsRJJm4sYjExm635RFJk5c2bGpkB6PB7Ky8sztjeci0s24a5aMoyGhgaKiorIycm8NLdAIEBDQ8OkT3ns7u5m586dvBZ8jW+88A0A8v35/PZvvyW3yQmd2VPg5z+Cf5Y69xF1myd+ehWeT2yNlqF17j2C7oZDUzGFhBCx6zd0fVwL6IhACwVDmKaJqqj4PD5kWc7IFGGX+CIKIqqq4vF6kCQJTdcIhpz+eON9vRmGQU5BN/kVGwAwQnm0jqM2LYI0hOsjgF7dv3mRU7fvYGN7qr3gl1h50Mro8a1rbx33eMZKxGAkNzeXrVu3Tuqm2Hl5eRmdAlldXU1vby89PT2pHoqLy6Rm8q6WM5BgMEhbW1tGGnBEUh4rKysndcpjX18ftbW1vKu/y5ef+TIAXs3L3Y/cTdHuIgDsMrj7Jng43P9bMGz+tuoGii96DyMcXetrm0Pr9mUpmEFicez6rTGlp1m2haZphILh+jNVxevxuumNLkMSSYv0er1IsoxuOOYyhmGMaUGtawaSJFE+a3A0zTfCPfcztmFSH4Mxmc0lPToh/8Cv7kVeiCRE/scPJ80+lUJPIQAPbXiIHR07xj2msSIIAjNnzkRVVWpraye11XskBTITXRRlWaaqqoq6urqMFJouLtmCK9QyiLq6OsrKyvB6vSOfnGa4KY+O0N62bRubjE18/unPY9kWsiHzqyd+ReUWx73TLoD7b4K/zAjfyYR7fvxjZn30VQLTnZtCfWU0bjqbbHz7RhbRmqGNuDiICrRACNsG1ROuP5NcgeYyMoIgoMgyPo8PRVbQDSdddjQRNtM0sSwTX0EXebHRtO3jq02LjmmAUOuPqMVa9E8hQMvOgRkVHgEWhx1hey14V/dw3oLznOvYFre/cvuExjVWBEFg9uzZ2LadsX3F4kEkBbKhoSEjUyArKioIhUJuE2wXlxSSfSu9LKWvr4/u7u6MFDp+v3/Spzzqus7WrVvZqm3lM//+DLqlI1oiP3vmZ8x4z1Fltg/+8UP43fzwnSz41c13cOShz9IZznA0tBwa1q/ENj1DP1AWIEsyAsKwaVOxKY62Tb9ByCR9bblMEMGJHkSMR2IjbEMKtrAdvyzLlM18OSaadvqEommwn9THPAhJzu7DYIv+CLHNr5/thbMOOAuP5HxO/P6d39Pmb5vQ2MaKKIrMnTuXYDDI7t27J61Yy+QUSEmSqK6udqNqLi4pxF3ZZAC2bbN3714qKipQFGXkO6QRbsqjs/u+detWtoe285lnP0PQCIINP/nfT1j42kLnJAX+eSP84uD++6269bcsL3mMhjOcY9uSaPzgfIxQUdLnkFQEUBQFwzAGWKrbth0VaJZlOfVGHtU1CHGJD2HjkWiETdcJhsKmIzEYpoGNja+gk7zy2Nq0iUXTYPjURwToLnBe51UEad22b1bFASrkhiPJawOgqIUsn7ccAL/u58437pzw+MaKLMvMmzePrq4uGhoakv746UImp0CWlZVhWRZtbckV+i4uLg7uCicD6O7uJhAIUFVVleqhjJnGxkZs287ISGA8sCyLbdu2saNvB59+7tP0aE5h9rff+DZH/OcI5yQRXrgObj2q/37fvv0BPt11P7Vf7L+tafMZBHsy0+1zrAyw67ed3oHBYDBqEuLxOIYQLi5xJxxh83q9UdORUMgxqIlEc1VZpXTGy0Q8apq3nIFlTjwlXbT6o8jWoNd3pE5NAoyN+27YSQIsCQ9Bs+FFP6w8aGV0I2PN62sI6IEJj3GsqKrKvHnzaG5uzli7+omSySmQoigyZcoU6uvrJ3W9oYtLqnCFWppj2zZ1dXVUV1dn3MI0FApN6sbWkfqMHd07+Mx/P0NHsAOAr67/Ksue6jcCefVr8IOT+u/3lZ//k29u+DUbvkP0Hdq+63h6Ww5K4uhTj6LKGIZBIBRAN3THACJiEuLikmAEQUBRFDzecPNszRFsgiDgzW8fGE3bfnJcHlOMWQibMTVqAEZ1f7RNrh26CDPW/fGZXqjKq+LDMz4MQKu/lXvevScu4xwrPp+PuXPnUldXR0dHR0rGkGry8vIoLS3NyDTQ4uJiZFmmpaUl1UNxcZl0TL7Vc4bR0dGBYRiUl5eneihjZs+ePZSUlEzKlEfbttm9ezc72nfw+Zc+T3Ofs5P8qW2f4py/nRM9793PwfVn9d/vE796mdX/WcX7N4EVrjnpaV5A+64Tkjn8lGPZFrpmICCA7fT1kWXZNQlxSToRgxtVUbEtG9u2KZr+YjSa1hSnaBrsJ/URCMV8BeQ1WgwV3JipQHH4W31dENpNuGhRfwPs1WtXY1rxa/g9FvLy8pg9ezY7d+6ctJbvNTU1BAIBOjs7Uz2UMSEIAlOmTKGhoSGuDeNdXFxGxhVqaYxlWdTV1VFTU5NxEanOzk56e3uZMmVKqoeSEpqbm6ltquWLr3yRPd17ADhnzzl88i+fjJ6z+UK48mP99znjd+v548PfZv2PIOSYQBLsrqF5yxlMGoUSNmoIBUMAqF7HDMEy3ZQbl9RimCayLJNX1EVBxSYA9GA+bXGKpsHg1MeBEbVgjPNjlRGiq2lfQyFB6DcVsYAX+mB+6XyWVi0FoLajlkc2PRK38Y6VwsJCpk2bRm1tbcalAMYDWZaZOnUqe/bsyTjBU1BQgM/no7GxMdVDcXGZVGTW6n+S0draiiiKlJaWpnooY8KyLPbs2cOUKVOcKMgko7u7m407N3LFG1dQ21ELwMlNJ3PFn65AMB3BtWs5fOnz/fc57t49PHb/FWy6HnoWOLfpwQIaPjgf28osA5nxYpqm47ZnGuE6NMfJUVEcY4dMSxdyyR5Mw7HjlxWZslmvRKNpe9efgr/PxopTlGpA6uMgoRaI+RqoIUDzjn2dHwEOjQnuPdvr/D82qrZq7aqUvpfKysooKyujtrY248RKPCgpKUFV1YwzVxEEgalTp9Lc3Iyu66kejovLpMEVammKZVk0NDQwZcoUBCGzoimNjY2OdXVZ2cgnZxnBYJD3N7/P1W9fzYZWp4blqPajuP6e6xE053ls+BB89mqww+++xQ908OIfPsnOT0HL/zm3WaZCwwcrMfW85E8iyUT6oWmahizJ+9ShyZKMIAxv1+/iklBs0AwNWVHw5raSV74RcKJpXXtOw7bB7w+g6xpMUADtL/VRywctbNE/lQAtO4duBVAtOz8AmzSo0+GImiOYXTQbgNfrXuel3S9NaJwTZcqUKaiqyvbt2yfdBowgCEyfPp3m5uaMiyrm5uZSUFCQcSLTxSWTcYVamtLW1oaiKBQWFqZ6KGMiFArR1NTE9OnTM05gThTTNFm/eT1ff/vrrGteB8BBPQdx0703Ifqdt1rbYXDpt8EMr8Fm/l3j7V+fT/PJsCucFWnbAo0bz0Hrq0jFNJKKaZjhfmg2Hq8HRVH2fd0MY9fv4pIMdMOJHiiSTPGMl2KcHs8EOwefz4fX4yEU0ggEgxOKru1PqCFAb6Hz4FUEaa0dvmdbrKnIc32OOIiNqt3y8i3jHmM8EASBWbNmEQqFqKurS+lYUkFOTg5lZWUZaSxSXV1Na2urG1VzcUkSrlBLQ2zbprGxkaqqqowTO5PVQMS2bTZt3cTXX/s6rzW+BsAs/yx+et9PkTqdBVf3gfDJH4IezmSsfEzkg1+soG+RxaZr+q/VWrsMf/vcZE8hqUSjaLrmOOupnv32Q4vY9euaG1VzSR6WbWEYBqqsouY2k18eqU0roHVHv3OrrCjk5DjCaSLRNXGYhtcRQuXONWVs9M3Dp5UfOsj90bbhxFknUp7jOJI8ufVJNrRsGPP44oksy8ydO5fW1tZJ2aMrU41FcnJyyM/Pn7StFlxcko0r1NKQ9vZ2wLHEzSS6uromrYHIrj27uOqlq/hfw/8AqAxVcteDdyE3OYupvhnwyVXgD2+CF/7Ty/qfnoNQFWT9D8BWndu76pfSVX9EKqaQNAZH0Ubr5qioMpZlTsq6FpfUYOgGoighyRIlM/rTBZu3nIltDjTzEEVpwtG1AWYigyNqgFbZL/7UncO/aYolmB3eENprwFYNZFHm/IXnR89ZvXb1mMaWCLxeL7NmzWL37t309fWlejhJJZONRaqqqmhpacm4cbu4ZCKuUEszMjWaZlkWu3fvnpQGIi2tLXz12a/yTN0zABQahfz+4d/j2eUs5IKV8NnboCvfOd/3TB7rVl9IUU47798MeliP+ztm0lL7EbLV4XGsUbTBiIKILMtOyk1mZQu5ZCCmZWEaJooqo+Y2kzcgmnbSsPcbMro2SsSYhe9g10fob3oNUNRuoAWGf//Epj8+G9ZAZ8w/g1zFyXa47737qO+pH/XYEkVhYSE1NTXU1taiaaP/W2UDEWORTHNSzMvLw+v1un3VXFySgCvU0oyuri4Mw8g4p8fJaiDS09PDFU9eweN7HgfAZ/q456l7yNnkOLLpxfCF26Ap/HQq/ylk7U8+wwx288F3wT/TuV3zl9C44Vyws7OZs2lZhEIhLMsaUxRtMLIsY2NjmG4KpEsCsUHXNGRFRhRESqa/GP1V8+az9ommDWZwdC0YDIwquibaMamP4r5CLRBj0T+FAC07h3Z+BDjEC5FPk+f7wLQhR8lhxQErANAtnTWvrRlxTMmgoqKCgoICamtrsYZqEJelRIxFmpqaMspYRBAEqqqqaGpqmlTPl4tLKnCFWhoRiaZVVlZmVN+0yWogYhgGVz9xNQ/ufBAA2ZK554V7KHzbMYAxcuGrt8LucCao+FIxT//oSpZY71P7Zeg40rnd1L3Ur78wbk1z0wrb+TtpoVDU0XEsUbTBCIKAKqvouu4ai7gkDNM0sW0bSZZQc5vIK98MgB4s3G80bTCR6JplWgQCgRFTxQaYiUj7btoEYvbBphCgeRjnR4BcEQ4Mp1S3mfBuWAecu+Bc5LAIvOvNu+gOdY9yNokjIlgEQWDPnj2pHk5SyVRjkcLCQhRFmZT1hS4uySRz1MAkoLe3l2AwSHl5eaqHMibq6uooLi6eVAYitm1z/ZPX89stvw3fAH94/Q+Uv+Q8d5YHrv0JbJoTvsOrxfzlBz/kRPN/7D0b6s4N380SadhwPkYws+oRR4NlW4Q0DV3XUVUVRVHiktUpSRKCIGAabn2ES/yxbRvNcNJznWhaf21a0+YzsS11TNcTRYmcnBwUWSEQ2L/RiBQj5OwhNjS0fDDC+m3KfnqpRTgsRsc9F05/LM0p5SOzPwJAd6ibu9+6ewyzSRyiKDJ79mw6OjqiddqThZqaGvx+P93dqRfNoyUSVWtsbMwogenikmm4Qi2NaGxspLy8HGmIndR0xe/309nZSU1NTaqHklRufv5mVr8TLsa34Tfrf8PUf011DiX43g9g3aLwyW8WsebGX7NS/zttR8C2r/Rfp3nrcoJd05M7+CRgmiahUAgAj9cT39e0AIqqYuiuXb9L/DEMAwEBWZL3iaa1jSGaNgBBQPV4RjQaEcKpj6Yow1DZCQL0Fjm3V49g0Q9wkAfU8GX+2wda+O2y8qCV0XPuePUOdDM9rNZVVWXmzJns2rUro1IBJ4osy1RXV1NXV5dRoidieDbZhLWLSzJxhVqa0NfXR29vLxUVmdU7q66ujoqKClR1bLvMmcxvXvsN33rpW9HjO3bcwby/zwPAFmD19fBiOK2Rdwu5/tuPc4V2F30zYcN3iRaOdOw+hp6mg5M69oRjg24YaCGnebVHVSeU6jgckigiya5dv0t8idjxR6K/JTP6a9OaNp815mjaYKJGI7Y9ZCpkJKJm7mdjQ6twFvIKNsaW/Rs3qQIcHC6n67PhtYDz7xlFMzhm6jEA1PXU8cD6B8YznYRQVFREWVkZO3bsmFT1T+Xl5ZimmVGix42qubgkHleopQmNjY2UlZU5C4QMobu7m76+PqqqqlI9lKTx4PsP8qV/fSl6/IOGH7Dk3iXR4199DZ6KtFdaX8Cnrn+DH4e+i1YI7/8YzDznV72t82nb+X9JG3cysG0bTdcwdB3VE79Ux+GQlbBdv5sC6RIndC1sxy9JqLmN5JVtcW4PFNG248S4PEbEaCSSCmnENA6O1KgNZc0fIRiTGe/da4/Yrm0o90eAixddHP33qrWr0mqhHWnxMpmaYYuiSE1NDfX19RklUEtLSzEMg66urlQPxcUlK3GFWhoQDAbp6uqisrIy1UMZNbZtU1dXR2Vl5aSx439qy1N84uFPYOF8iV7beS3H/+b46O/v/wz8dUX4YFM+y6/bzW8DX8JUYP2PIFjt/CrYU0nTprPIJht+yx7o6piM9N2IXb9maK5dv8uEMU0Ty3Ls+CH+0bQBxKRCBkMhtFAIbDvq+mgN4fgYIRBjCFwZ0uhq3v+45qmQF/6oecUPvWENsKhiEQvKFgCwvnk9T9c+Pf75xJlIvVpra2vGNYSeCCUlJYiiSGtra6qHMmpEUaSystKNqrm4JAhXqKUBjY2N0X4qmUJnZye6rmeUuJwI/935X87967kYtpNq90X/FzntF6ch2M4K6PHz4befCJ+8NY8jr/Xz976LELHY8g3oDterGaE8Gj5YGd9FX4qJWO8LgojHM7beaBNFkZ0ItO7a9btMBBt0XUeWHTt+J5q2FQAtUJyw6LesKPh8PnRDJxAMRvuomUP0UIsQHGTR37x9/4YikgBLw1E1HXgxHFUTBIGLFl0UPW/Vy6vGNYdE4fF4mDFjBjt37ozWu2Y7giAwZcoUGhoaMqqZdHl5OcFgkN7e3lQPxcUl63CFWorRNI329vaMSh+MRNOqq6szqo3AeHm97nVO//PphExnsfAx42Os/PlKBMMRaf85FW6/HCdAtiOHA76h8q+es/ASYvfHockxWMMyZRo+WImp5admIgnANMyo9b5HVZPfnkEAVVYxXLt+lwlgmAa2bUezA2Kjac3xjqYNQpKcVEjbshDCGw7Wfj5X/TEW/TUEaN5PL7UIhw6T/njctOOYku+kGb6w8wXeqn9rbINPMCUlJRQXF7Njx45JE60pLCzE4/HQ1NSU6qGMGkmSKC8vz7jG3S4umUD2r7LTnObmZgoKCvB6M6eHViQtYzI0t36/6X1Ove9U+nRndXMmZ3LZmssQAo4gefNY+OE1OCJtt4+ar5fxbPdyiumk+cOw4zLnOrYNTZtWEOrNHEG+X8IRCE3XUJXE16PtD0mWEEUJQ3ejai5jx7ItdF1HURQEQcCT1zAomvbhhI8hUrcmhjcbhmp2HSHWon/qKCz6AWYoUBL+tn8nCG3ht4okSgMcIG9de+v4JpBApk2bhmVZ1NfXp3ooSUEQBKZOnUpTUxO6nh5unKOhoqKCnp4eAoFAqofi4pJVuEIthViWRWtra0Y5PVqWRUNDAzU1NVnf3HpL2xZO/tPJdAY7AThRPpGr7rwKoduZ94ZD4IYbwZKAei+FX5/JMx1nMJU6ug+AjTf0/33adpxIX9sBKZhFArBxTEMMA9XjQZJT305CUWVMw8TMoCJ8l/TANEwEwbHjhwTXpu0HQRSRwkLNEAQ0TRv6RBEC4baL1QRo2b5/i35wnP4jPdUs4IWYqNqpc06l0FMIwEMbHmJHx47xTiEhiKLIrFmzaG5unjSpdXl5eeTn52dUhEpRFEpKSmhubk71UFxcsgpXqKWQ9vZ2FEUhPz9zUuGam5tRFCXaPyVb2d21m2X3LqO5z/nSOUw+jG//5tsIzY742jkPrrkJdBWEJg+eqw7gqdZzWMhGghXw3o9FbNVJ1eluPJjOvUenbC7xxLZtQpqGaZmOaUiapL6KgoisyI6D3uTIkHKJA5ZtYegGiqqCAJ68BnJLtwFONK09yc6souWEumxJwe/3D1ubFXF+VLExt47OzCnW/fGZGKHmkT2ct+A8wPl73P7K7WMfeILx+XxUV1eza9eujHJEnAhTpkyhpaUlo+rzKioqaG9vxzDc7AYXl3iRHqusSYht2zQ3N1NRUZExkSnDMGhsbGTKlCkZM+bx0NjbyEn3nMTe7r0AHCgfyC1/ugVxt/N2aZwKV64Cfy4IrSrCVYv5a/OlHMsrGD5492YRo8RZTAQ6p9G89aNkg8NjxNnRtq2km4aMBkmWsCwro4rwXVKLrhlIshTdcCiZ8b/o75o2rcC2ktsuRQyLEFuWycnJIRAIDJlKFozJOi9oMdGCI78XK2WYEtZ0WzTYE5NVd9YBZ+GRnIZrv3/n97T528Y/iQRRWVmJKIqTJgXS5/NRXFycUfPNycnB5/PR1pZ+rx8Xl0wlvVZak4i+vj40TaOkpGTkk9OEpqYmcnJyKCgoSPVQEkZ7oJ2T7z2Z2o5aAKZJ01jz9zVIm530vvZy+Opt0FUEQoeCfeUh/LrhSs7icWwRPviOSGC2s9jSA0U0bDgP7NSnBk4Uy7bQQlpKnB1HiyiIKIqCZmiTxnjAZfxE7PhlxVEvnrx6ckud973mL6F9V+Jr0wYT6aNmSjKqqpKbm0soFCIQCAx4TQdivjZqCNC6a+T0RxgYVXsuJouw0FvI8nnLAfDrfu58487xTyJBCILAzJkzaWlpmTQpkDU1NXR0dGRU3VdFRQUtLS3uZ7CLS5xIv9XWJKG5uZnS0tKk9JuKB4Zh0NzcTE1NTaqHkjC6Q92cet+pfNDyAQBlUhm/fvrXKOucXfWeArhyNbRUgNglY1+1hB/U/YTL+B0A274g0HFM2AzA8FC/fiWWMXKhf7oTiaSJopgaZ8cxIEsyAoKbeuOyfwbZ8cPg2rTkR9OcPmrO50ek4XUkNV7TNPr6+qKL39healMI0DSCRX+Epd7+2P4zfQxolr3yoJXRv8Wa19cQ0NNPHERSIHfu3DkpUiA9Hg+lpaUZVatWVFSEaZp0d3eneiguLlmBK9RSgK7rdHZ2Ul5enuqhjJqWlhZycnLIy8tL9VASgl/3c8afz+DN+jcBKJQKuft/d+N7ydmpDvrgG6tgz3QQeyWsq5fwpV338B1+BED96VC30ln12LZA44Zz0QOZ74ppWhahoGO/rypq+mdwCs7i1jAM167fZVgM08Cm347fkx8bTSulPQlOj4OJRNNgYMNrSZLIy8vDsiz6+vqwLIvYj5YpBGgZhUU/QJEEc8L6s96AzTF+JVV5VXx4hjPvVn8r97x7z/gnk0AqKyuRZTmjUgInQlVVFR0dHRlTqyaKIuXl5a6piItLnHCFWgpobW0lPz8/Yyz5Lcuiubk5o3q9jQXN1Dj3wXN5cbezo54r53LX63dR9EwRALoC1/0YthwAot8Raeduf5pf8BUAOpbClqv6FUzL1tMIdM5K+jzijWlZTo80WU6p/f5YkSTXrt9leCJ2/KrcHx3epzbNHp1BRzyJFWqDG15LkkRubi6WZeH3+wnkWZhjtOiPcFhMluSzgzIIYxtgr167GtNKv3rPyZYC6fF4KCoqyqioWllZGT09PRkjLl1c0hlXqCUZ27ZpaWnJqGhaa2sriqJkZW2aYRlc/PeLebr2aQB8so+fvf8zqh+vBsAS4fvfhXeXgBgUsb5xCB/a+jZ/5mOI2Pinwrs/kkFyommde4+ku3FpqqYTN/YRaRmGosqYpukai7jsg6EbiKIUTTv35NeRW7IdCEfTdn0oJeMaGFHbNyV+gFgL+qMW/TUEaN4++k2/QzwQufrzfWDGpD/OL53P0irn86u2o5ZHNj0y1mkkBa/XO6lSIKuqqmhra8uYvmqqqlJYWBjtueri4jJ+XKGWZLq6ugAoLCxM8UhGh23bNDU1UV1dnda1SePBsi0ue+wy/rHxHwCoksrqHauZ8+Cc6DmrroGXjwcxJGBdczCLN+7kMc7Cg4ZeAG/d5oUcJ3LT1zaH1u0npWQu8STTRRqE7fpl2VnYuDXtLmFMy8I0wgYi4Y+z2Nq0xk1npySaBoOEmjT0GGLFWm+x87mjYmNtlxmtd4NPhIWOwSMdFqwLDvx9bFRt1dpVaWsKMZlSICMmXk1NTakeyqgpLy+ntbV1UghpF5dE4gq1JNPa2kpZWVnGiJ729nYEQaCoqCjVQ4krtm1zxT+viNZhyKLMbd23sfB3C6Pn3PklePo0EHUB67qDmb6+i39xGoV0Y8nw5k9yMSucVU6or5zGTWeT6W+pbBBpESRZwrZtDNNNgXQBbCeaFmvH783fG42mhfrK6Nh1QsqGt7/Ux1giYq2vqP/8iqBGd8voG3MfGhOAG5z+eETNEcwumg3A63Wv89Lul0Z93WQiCAIzZsygubk5o1wRx0tVVRUtLS0ZY5SUn5+PKIp0dnameiguLhlNZq8qMwxN0+ju7qasLDNMJmzbprGxkaqqqowRlqPlW89/K2pBLQoiq6XVHHT7QdHf3/dxeGglCAZYNyym9B2TpzmVGhqwgXdvyCe0wOkaa2g5NKxfiW16UjGVuOFY8GeHSIN+u35d111jEZd97PgBigc7PaYomgYjpz7GIkkSRlX/e3TKGOvUFnrAE/5I/58fQjFvD0EQBkTVbnn5llFfN9n4fD7Ky8vZs2dP2kb+4kVeXh45OTm0tLQM+fu2tjYuv/xyDj/8cI466ihuuummYUXdZZddxuLFi1m6dGn053//+9+Q544XQRCiUTUXF5fx4wq1JNLa2kpBQQGqOvqdz1TS2dmJaZoZ1ettNNz84s3c/NLN/ccFN3Pw9w9GMJ2Vy2Nnwu8+C4IJ9ncWk/Omhyc4gwPZDMCWS/PpOrEHAMuSaPjgAoxQZqSyDodlh90ds0SkRZAlGUEQMI0srVWznecuktJnGAa6ru/zo2nakLfruo5hGJiGiWlZjqDNwvWubdtohoaiKFELeieatgNwomntKYymwdiEGkCwvP/rewoBmnaMrpcagCrAweF9pYANrw4KSJ0460TKc5w66ie3PsmGlg2jvnayqampIRAI0NHRkeqhJJyqqiqam5uHTCe88sorycnJ4cUXX+Rvf/sbr7zyCn/84x+HvM769ev53e9+x7p166I/H/pQ/GszS0tL6e3tJRgMjnyyi4vLkLhCLUnYtk1ra2vGmIhEommVlZWIYva8TH7+2s+54fkbosffKf8OR3znCATNEWnPnwg/+xoINtjfOwj51QL+ykqO5jUA9pyUS/2lPdH7N28+k1DPlOROIs5E+qRJkoQiZ49IA/rt+vXMtOu3bRvT7BdgmqYRCmkEg0ECgQD+gJ9gIIgWCqEZWjhqZGNZNrbd/xO5VuxP5DzDMNAMDS0YIhhwrhsIBggGg4RCWlTkRVseZKCQi0QW5JiUwpKZsU6PZ0MKo2kw+tTHCIN7qe3dNLbxxza/fmZQ+qMsypy/8Pzo8eq1q8d07WQiSRJTp05l7969WW8eVFBQgKIo+0Spdu3axeuvv84111yDz+dj2rRpXH755dx///37XGPPnj10dXWxcOHCfX4XbxRFoaioaNgooIuLy8hkzwo8zYk0f8wU58SItW6mpGmOhj++80e++q+vRo+vrr6aE797IkKvI9LeOBxuvh5sEewfLYCXyribz3E6TwHQvsDD1us0IlmgbTtPoLcl8V92icS2bbSQhihImdEnbRxIkoQkS+haetd2WLaFaZrouk4opBEIBggEAmiaI8Bs20YQBERJRJEVVFXF6/Pi8/mcH68Pj8eDx6Pi8aio6v5/Iud5vV58XucaXp8X1etBlVWnGbTovCAigi4UCEVFnKZpTjTOSm/xZtkWhmGgyv2vb2/BHnKKdwJOfWn77uNTN8AwsULNHkVELVTouNJCpOm1j+6e0TcZnqdCfvj+rwWgZ5DGOWP+GeQquQDc99591Pekr2lHSUkJHo+HhoaGVA8loQiCQFVVFY2NjQOialu3bqWoqIjKysrobXPmzKG+vn6fxtPvv/8+ubm5XHXVVRx99NGcccYZ/O1vf0vYmMvKymhvb8/61FQXl0ThCrUk0dbWRklJScbUejU2NlJRURG1sM50HvrgIT772Gejx5+v+Txn/uBMhDbn+fhgIXz3B2DIwKoD4IVKbuJbfArHbMRfLrFulYKoOPbIPc0L6UiDxd2EsEHTnPmoaub0SRsPsiJjWWlk12+zjygLBhzxY1k2oiigymEhFhZgqqqiKAqKLDuGGJKEKIjx+0wRnLo+SRSRZCmaBhsRdV6vIwpVjyfaKNowDLTgvuItnaKXUTt+uf+zLNbpMR2iaQDSGCNqiBCMsejvriuku7ubPn/fqB5PFGBpOKpm4NSqxZKj5LDigBUA6JbOmtfWjOq6qUAQBKZNmzYpjEWKi4sRRZH29vbobX19ffh8A1NfI8d+/8AnVtM0lixZwlVXXcWLL77Iddddx0033cQ///nPhIw3Pz8fQRD2EYwuLi6jwxVqScA0TTo7OyktLR355DSgr6+Pvr4+KioqUj2UuPDU1qf4+D8+Hl08XjztYi669SKoc36/fRZcfzMEfSD9dB72v6r5Cj/nBpw6NsMDr6wpQcpz8oMCXVNo3nwGGa1sbNB0Dcs2UT1qxmwgjJd0sOu3bKeOLCLMhhdljiCTZEeIpdXLTABJdP6Wqjq8eItE3nRdd8Rxiv7mkdo9Re0XPvtG045LzeAGIQyoURudcAyEEx68WEgNEgU55XR0dBAIjk6sHLYf90eAcxecixwey11v3kV3KH0X2zk5OZPCWCQSVWtqaorOMycnZx+BGjnOzc0dcPvZZ5/Nb3/7WxYuXIiiKBx//PGcffbZCRNqgiBQUlIyQFi6uLiMHleoJYHOzs7ogiYTaG5uprS0NLrwymT+s/M/nPfX89AtJ3J01tSz+NyazyFsdVa/9dVw7SroKQDlztmYj03hAv7Kz/gaALYAL94+HanKybHXg4U0bjg/pe5w8UA3dEzLxOPxRM0Vsh1ZlrFJrl2/ZVvohkEopBEKOHVkoiigqmr6i7LRMoR48/g8KLKCZdloWr8wNQ0zedE2G3RNQ1bkAa/xkhkxtWkbz0mLaBoMjKhZo8xkCMRkptcQoLelhKKiItra2ghpoRHvP02GsvBDvRuClkFvjdKcUk6ZfQoA3aFu7n7r7lGNK1VEjEWy3RK+pKQEwzDo6XHqpefNm0dnZ+eA2rXa2lqqqqrIz88fcN+//e1v+4gyTdPweBLnWlxSUhI1J3NxcRkbk2OFlmLa29szxjlR13U6OjoyxvRkf7y29zXO/MuZBA3HcWpZzTKu/OOVCO86q+H2YrjmVmgrA8/vZqA/NJ0TeZ4/cQliOATw8rfmISzcDYBlqDSsvwBTzx36ATMEwzCcmh118og0cHZ2VVlNrF1/TEpjMBgkGAhimSaiKODxefB5fY4wk6TMFGWjJBLB9HgcQRpxutUMR7CGQolPkTRMA9u2B6Q8egt2k1O8C4BQbwXte9IjmgaDzERGUaMGEIj5WolY9Ofl5lFQUEBra+uIC2NB6I+q2cALQ2RNXnjQhdF/3/HqHeimPqqxpYKIsciePXuyutGyKIqUlZXR3NwMwMyZMznssMP48Y9/TG9vL3v27OHOO+/k/PPP3+e+vb29/PCHP2TDhg1YlsV//vMfnnjiCS688MJ9zo0XOTk5eDyerBfQLi6JYPKs0lKErut0d3dnjFBrbW0lLy8vY6J/w/Fe03ucdv9p9GpOPs/R1Udzw8M3ILzkrI57cx2RVj8Fcu6fRui+WRzCOzwqnI0HDYA3P3UAxrKtANi2QOPGc9D8mZ0OGhERqqJGm/5OJiRJQhTFuNv1W7aFrusEQv0pjbIs4/V58Xg8A2zhJx2C83dXVRWfx4fH50EUBQzDIBgIEgqFMA0zrulqtm2jG/o+f/fY2rTGTWeDnT41uANSH0dTo8bAiFpsL7X8/Hy8Xi+tba0jiuHY5tfPDCHUZhTN4JipxwBQ11PHA+sfGNXYUkVJSQmKokRFTLZSXl5Od3c3oZATOV2zZg2GYbBs2TJWrlzJCSecwOWXXw7A0qVLeeyxxwC49NJL+cQnPsFXvvIVli5dyurVq7nllls4/PDDEzpeN/3RxWV8pEfORxbT3t5Ofn5+RvROs22blpYWpk+fnuqhTIgtbVs4+d6T6Qx2ArCkYgk/ev5HiP90FmxBj1OTtn0O5P29ht7fzmEmO3haPI18y0kl2XDKPLov2RbdyWitPRl/x5wUzCZ+WLaFpmnIYTOKSYkAsqKgBUP96YbjJRw9M0zTiZpJIqqsIkpxNPjINgQQEREVpxl5pG5PMzTQib42JypqDcNAQBhgx+8tHBhN60ijaBoMSn0cbUQtpux5KgHe3uEoNwGB4uJimpub6ezopLikGGGYEG6FDFNl2GvANg12aTBj0NfVRYsu4pW9rwCwau0qPnHwJ9L2NS4IAlOmTGH79u2UlZVlRQr/UKiqSmFhIS0tLUydOpWysjLWrBna8GXdunXRfwuCwOWXXx4VccmipKSEuro6dF3Pql6dLi6JZpJu8SaPTEp77OzsRBAECgszt3nzrs5dLLt3GS1+p6bswLIDWfXuKqQHnYWPIdl873uwfjEUPFFJ7y/mUUYLz4gfodJqAmDnwTOo/3o9ougsnDrrD6WrPrG7jYkmasMvZmGvtDEScTUcr13/gOiZrkXTGj0eD5Ispe0CNh0RBUew+Tw+VEXFsuxwaqQTZRuPCUnEjl9RBjqZxtamNW46J62iaTA49XF04iI4yKI/ElED529bVlZGIBiI1jINx+ExUbXnhoiqLa5YzIKyBQCsb17P07VPj2p8qaKgoICcnBwaGxtTPZSEUlFRQWtra0akeaqqSl5enhtVc3EZI65QSyCRprRFRUWpHsqoaGlpoby8PGMXmg09DSy7dxl7u/cCMLtoNnfsvgPl144wsQT4yXUCrx0Nxc+W033bgeTSxz/F5cy1tgHQPKWKzT8IIXuc1Yq/fRat2z5CRhcUTSIb/tEStesfQwpkJCIZCoYwTRNVVqM1Z5M2rTFeCCDJktPbzedBFEU0XSMQCqCPsZZN18J2/DGGHN7CXeQUObWmod5KOvYcG/cpTBRxHKmPSAMt+pu3+4jNIJUlmbKyMrq7u/drW7/E2/+x8GwfDM5CFQSBixZdFD1e9fKq0Y0vhUyZMoXm5mY0TUv1UBJGXl4eiqJkjPgpLS3NmLG6uKQL7uoigbS1tVFYWJgRqRfBYJDe3t6MaSEwmDZ/Gyf/6WRqO2oBmJo/lZ/1/gzvqv6t4p9fAc+dDCX/K6bjpoXIGDwsnsfh1psA9OQX8eaqAjyFzi6s5i+lceM5ZPrbRDd0LGty2PCPFlEQnRRIQxsxamNaVtS10baJOhtKcnYbgqSKSJTN6/WiyAqmYRAKhkZlAmOaJpY10I4foDQ2mrYx/aJpMEiojTL1EfrTH31Y5PktulsH5i16VA9FRUW0d7SjG0MbgRRKMDccaG8wYOMQhpHHTTuOmvwaAF7Y+QJv1b816jGmgtzcXIqKirK6CbYgCJSXl9PS0pLqoYyKoqIiAgGn56KLi8voyOwVaBpj2zbt7e0ZI3xaWlooLi7OyNzx7lA3p953KhtaNgBQkVvBz+Wfk/fdvOg5f/gUPHIOlL6aT/v3DkbA5g/ipznF+jcAAdXHf39yADk1WwAwdR/161dimd59Hi+TME0z7PCoulGfQSjhqMVwi1fLdgSaFgwhCITTG9WsaQKf7giC4BiyeLyoqoppmlHBNqTxiO2YN8nyQDt+X+EufEV7AAj2VNGx95hkTWFMDEh9HMNrLLZObQoBWmLSHyPk5eaRm5vrpMkNI3YPj/GPenaI9EdJlAY4QN669tZRjzFV1NTU0NbWltXCoLS0lGAwuE9j63RElmUKCwvdqJqLyxhwV24Joq+vD9M0KSgoSPVQRsSyLNra2igrKxv55DTDr/s5/c+n81aDs7tb7C3mF0W/oOgbRRBej/z9XLj3k1D2dg5tNxwKtsAq4Zt8wrofAEOSefaGD5G38DUAbEui4YPzMSI5RRlK1DwkYgfvMhABVFndxyY+muIYcMIKHp/HFbqpJOwa6fV4URVHsAVDQQzDGBANNUwDG3tQBoM9sG9aGtamRRDH0fAa9hVqzTuGduwtLCxEFEU6OzqH/P1iT7+72At9YA6hhU+dcyqFHqeG+aEND7GjY8eox5kKvF4vpaWl1NXVpXooCUOSJEpKSjImqlZSUkJbW1tWNyV3cYkn7sojQbS3t1NcXIyYARboHR0dKIpCXl7eyCenESEjxDkPnsNLu18CIF/N5+dTf07518ohHCT59ynwyy9D5UYfrdccAbbAVdzON+zVAFiCwL+/eDp5H/p39LrNW5YT7J6W9PnEFbu/VkcZbb3LJESSJURRwtCNqElIKBhOcfQ6ETRXoKUJ4To2r8dJidQNx9Al0kRb13VUeWB67z7RtD3pGU2DwTVqY4ioDbLobxoiogaOE2RpaSmBYIA+/74hM58IB4V7Hnda8NYQQSiP7OHcBec6Y7Qtbn/l9lGPM1XU1NTQ3d1NX98QYcIsoaysjPb29oxoKF1YWIhpmln9fLi4xBN3BZIALMvKKLfHTDQRMSyDi/9+Mf+udQSWT/bxs3k/Y8oVUyCcAbL2GFh1LVTv8NL01SPAEriIv3A7X49e54ULVuBZ8TSC4Ozute8+lp7mxUmfT7zRDR3LDtfqZM7TmhJkRcYI10GZpomqqk6KYwZsskxKBKIpkbKsoOmOwYsgCIMixzYlM2Nr084lnb/yxuP6CENF1IYWauCYi5QUl9DR0TFkym9sT7Vne4e+xooDVuCRHEX3+3d+T5u/bdRjTQWKolBRUZHVUbXc3Fy8Xm9GpBSKokhxcXFGjNXFJR1I32+tDKanpwdRFDMiQhUIBPD7/RkjKsHZyf3so5/l4U0PA6BKKrctuo1ZV8yCDuecdw+G798IVQ0e6r94JJgiJ/MM9wqfjF7nlZM+innpi0iKs3Xc23Ig7Ts/nPT5xJtoXZriRoNGwjRMNM1Z5CPgWOy7aaIZgSAIKLKM6vFg2za2bRPStGgaq69oJ75CxwE22FNN596jUzncERlvRC1UBHZ4M2YkoQbg8/nIzc2lra1tn3q1hR7whq/1kh+CQ5SzFXoLWT5vOeCknt/5xp2jHmuqqKyspK+vj97eYdRnFlBWVpZR6Y8dHR1u+qOLyyhwV3EJoLOzk6KiooyIULW1tVFcXJwRzpTgmLR85amvcO979wIgizI/WfITFly1AMItc7bOhW/dBBUdCnWXHQmGyKG8xaPSOSi20zvrvUM+RPvlW1BznN3gYE8VTZvPJNPDT5Ztoenhptau4BiWqFGIrqHICh6vB2ywzPTvR+QyEEM3kGUZj9eDIEAoGMIwdEpmvBg9JxPcW8cbUbNjLPqnEKCjzoMe2v9cI70yu7q6BtwuC3BIOP0xYMPaYRz9L1h4QXQTaM3rawjow1v/pwOyLFNRUZHVDpAlJSXRlkDpTl5eHrZtu+mPLi6jIL2/uTIQ27bp6urKiN5pEWfKTImm2bbN9c9dz11v3gU4Nt7fP+z7LL1+KYRr2vdOgW/eAsVBmfrPHAmaxGxqeUY5lRzT+VLYOutQaq/WyC11rPyNUD4NH6zEtjLP8XIwumYgCm5T6/1hGo57IIDH64m6BCphu353lzdzMA3Hjl9WnOdQVVVURUXNr+2PpnXXpH00DcZvzw/96Y85mBTZOq27hzYUiT6WIFJaWkpfX98+C/vDYt0fhwlAVedX8+EZTvZBq7+Ve969Z0zjTQUVFRX09PRkhDvieJAkyWnDkAEphYIgUFhYuM9GgYuLy764Qi3OBAIBTNPMiLTH3t5ebNvOCGdKgJtfuplbXr4lenzDETdw7A+PhfXOcUsZfGM15AgSjZ85EiugUEETL6jLKNGdyFld9Xzevno6xdNfBcAyFerXr8TU0v/5GonIotWtSxuaiJujpmsoioJnkJOjLMkICI6boEv6Y4NmaPvY8UuySPX816LHdevP7M8NTGPG1fA6zGidH2NRZCXaX82Meew5ChSE/5yvB6BrGH+K2AbYq9euHnCNdERRFMrKymhsbBz2nLa2Ni6//HIOP/xwjjrqKG666aZhPw/++9//cuaZZ7JkyRI++tGP8sILLyRq6KOmpKSE9vb2jNhsKioqorOzM9XDcHFJe1yhFmc6OzujNsjpTiTtMRNSNNe8toZvPf+t6PFVh1/FstuXgaO36CqAa24FKUek7bIjMHpU8ujhOc8pTNd2AdBaMoX/fPlDVC56BADbhqZNK9D6KpM9nbgTSXlUFMWtSxuCSBTNtvujaPuIWcFZzA2263dJT3TTWUAPTtt2atMc44hAVzUNtYcQCAax0lxIDOyjNkahNsj5caQ6tQi5ubmoqjpgwSwK/aYiJvDfYQJQ80vns7RqKQC1HbU8sumRMY05FVRWVtLZ2TlsX7Urr7ySnJwcXnzxRf72t7/xyiuv8Mc//nGf83bu3MkVV1zB1772Nd58802uuOIKrrzySpqamhI8g/0TcVTMhFq8goICQqEQodAQ3dVdXFyiuCu6ONPV1RXN/09nLMuis7MzIxpy/2HdH/jav74WPf7C0i9w1h/Ogmed44AXrvsJ6GUC3V84nGC7FwWNp7xnsCj0PgA9eSX887MrqT76j9HrtO04ib62+cmcSsKIWPFnSq1hshgpijYYSXLs+nXNjaqlM5ZtYQxhx79v37TzyPHlAuD3B9B1zdmhSUPikfoIMHUMQk1AoLi4eJ/aplj3x+f2s+aPjaqtWrsq7SM5Ho+H4uLiIQXVrl27eP3117nmmmvw+XxMmzaNyy+/nPvvv3+fcx9++GEOP/xwTj75ZGRZZvny5RxxxBE8+OCDyZjGsAiCEI2qpTuSJJGfn+9G1VxcRsAVanFE0zT8fn9GCLWuri5kWSYnZ3Rf6KnioQ8e4rLHL4seX7L4Ei567CL4u3Osy/DtH0HnDIG+Lx9Kb2MOAhZ/9X2ME4LOgi3oyeWxj3+eqpN+iyg5C/CuhkPo3HtU0ueTCAzD6E95dIkyqijaECiqjGWZGdGTaLJi6M7GhCQPFDS+4h390bTuKXTWHYkoSvh8PrweD6GQlrbRNSlOQm1/vdSGQpZkCgsLB6RATpWhIjyE90LQNMy+xRE1RzC7aDYAr9e9Hu1pmc5UVVXR1taGpmkDbt+6dStFRUVUVvZnWMyZM4f6+nq6u7sHnLtt2zbmzx+4yTd37lw2bdqUuIGPkoijomWlf1aAW6fm4jIyrlCLI11dXeTl5WVEVCNiIpLOaY9PbnmSj/3jY9E0tPMWnMen134afuf83hThR9+GuoPAvGoJXbvzAfhlztc4O+AoOUNSeOzcr1Dy0ftQvD0A+Dun07LtNLKhkCva6Ne14u/HBt0wRh1FG4woiMiyjK7rkN4BgkmJaVmYxlAbEzalM4bvmyYrCjk5Tu1WpJY4nRAmkPoYLBpo0d+yI2dMgcPBKZCCAIfFRNWeH8acTxAELlx0YfQ4toY4XfH5fBQUFNDc3Dzg9r6+Pnw+3z7nAvsYkAx1rtfrTQujktzcXCRJyggBVFhYSE9Pj1sX7OKyH9yVXRyJ2PKnO4Zh0NXVldZujy/seIHz/noehuV8gC+fu5wvb/0ywm394uqOq2Dj0SBdezAtW5wo5nd8P+ZL/l8AYAkCT330cjxn/ivqAKf5i2nccJ7jaZ3p2P0pj4MjC5MV27bRdM1Ji1PVUUfRBiPLMrZtY5juAiKtsMHQdSRZ2kd85xRvx1tQD0CgaypddUfsc3dRlPB5vSiyQiAQwND3bfqcKiaS+mjLjlgDqCFAsFeit230zq9DpUCOpvk1wEmzTqI8pxyAJ7c+yYaWDWMaeyqorq6mpaVlgEDIycnZxwEzcpybmzvgdp/Pt0+dWzAY3Oe8VCAIAqWlpRmR/ujxePD5fPtELF1cXPpxhVqcME2Tnp6ejEh77OjocFKBvN6RT04Br+19jbMeOIuQ6RQZnzjzRL7e/nX4Tv+K+9efh1c/ArnfXUj9+47g/Jz39/wg0G848tyJnyF41mYKq98FwNS9NHywEssY2REtEzBN0015jMHpjRbCsiw83ok1rhYEAUVR0HXdNRZJI5zXvIWs7BtNG9g3bWA0bQCCgOrx4PV4CIZCaKFQWtStSRNwfYT+9Mc8TIrQx5T+CPumQJbJMD08jO067NCGuZ8oc/7C86PHq9euHvPYk01ubi65ubkDGkTPmzePzs5OWltbo7fV1tZSVVVFfn7+gPvPnz+frVu3Drht27ZtzJs3L7EDHyUlJSV0dXVlRKSqsLDQrVNzcdkPrlCLE93d3aiqmrbiJ5b29va0NRF5r+k9Tr3vVHo1Zwv36KlH8y37WwhXiwjhtdQDF8LT50PpTQew8/UKAFZ4Hucu7fPR67x81Hk0nmFRMe9fANiWSOPGc9ED6TnvsWLbNprhujxGMC1HpAmCiMfjicvfRJZkBEHANNIrRW6ysr/X/D7RtPrDR7yerCj4fD50QycQDGKnuKZHGGfD6wj7WvSPvf44NzcXWZbp6XHSxAf0VNtPb+Iz5p9BruJEk+577z7qe+rH/NjJpqKigpaWlqgBysyZMznssMP48Y9/TG9vL3v27OHOO+/k/PPP3+e+Z511Fq+//jpPPfUUhmHw1FNP8frrr7NixYpkT2NIvF4vPp8vIwRQUVER3d3daW9E4+KSKtwVXpzIlCbXoVCIvr4+iouLUz2UfdjcupmT7z2ZrpCTW7+kcgnfL/g+4pckhPDG4JPL4YHPwpTb57Llf9UAHCO/wgPmhdEd6bcXnsjG0+cy9ZD+Jqwt204j0DkzqfNJJIZhICAgj2PnPdswDRMtFEKWZDzqYBfACRCx69ddu/50YPjX/ECnx/1G0wYhSY7RiG1ZBAKBlJqMTMRMBPa16G8Zh1CLpED29PSg6RpLPf1/yWd7hw885ig5rDjAESm6pbPmtTVjfuxkU1hYiCAIA8TMmjVrMAyDZcuWsXLlSk444QQuv/xyAJYuXcpjjz0GOCYjv/zlL/n1r3/NEUccwZ133snPf/5zZs2alYqpDElJSQltbW2pHsaI5OTkIAhCRrQUcHFJBe4qLw7Ytk1XVxezZ89O9VBGpKOjg/z8fBRl9PULyWBX5y6W3buMFr+TirKgbAE3T7sZ5WMqQrgU4H8nwN1fhbm/nslb/5oKwIHSJp6WluMNObUEG2cs5dUzTuGAo3+IIDqL6449R9HduCTpc0oUjjW5gepRs8EPZfzYoBs6hmGgKmpC6vQkyan/0zUDj0eN+/VdRodlW87zrO77ms8prsVb0ABAoGvaqKJpsURcIUNaCL8/gM/rRUqBIdTAhtfjEGqDImqv7igY1zhURSUvL4+Ojg4qKiqYpwps1qDZhPUhWDxM0si5C87lrxv+imEZ3PXmXdxwwg0UeMY3hmQgCALl5eU0NzdHNy7LyspYs2Zokblu3boBxyeccAInnHBCwsc5XkpKSti7dy+apjnvmzRFEIRo8+vBKaYuLi5uRC0u9PX1Yds2eXl5qR7KiHR0dKSdiUhDTwMn3XsSdT2Orfbs4tmsOmAVnk97EcI1xm8dCndcD4vun8pbf58JQLVQz399J5Mf6gRgd/V8/nnaxcw54adIiiPcelvn0bbjxGRPKXGEDUQkWZpQDVamY9s2IU3DMA1UjyehZiqy4tr1p5qoHf8+r3mbkpnji6bFIogiXo8XVVUJBINOv7UkM5GG1wCBmI/18aY+RigoKMAwDPx+/wD3x+f2k/5YmlPKKbNPAaA71M3db9097sdPFmVlZfT19aWFW2O8URSF/Px8Ojo6Uj2UEYnUqbnpjy4u++IKtTjQ2dkZTaNIZ9Kxz1urv5WT/3Qy2zu2AzC1YCq3LbmN3M/mIYTrvDceCDd/Dw59tIqX/zQXgHy6eLlwGRW9jrhrKZnKX5ddxrxlv8WT59guh3oraNq0gmx6mUcMRPY1U5g82LaNpmnYtoXH40ESE/v8unb9qcU0zWHs+CGnpBZvfiMAgc5pdNUfNv4HEgSnzjjcby3ZYm0iro8AwZKBFv3tdV4MbXzfSZIoRaMcCxUzmnrzQh8Y+3kPXHhQv1X/Ha/egW6mj6vmUMiyTGlp6QBTkWyiqKgoI2z6CwoK0HV9HydNFxeXbFrBppCenh4KCtI3xSNCuvV56w51c+p9p0btnCtyK7jj6Dso+EIRwm7nnJ0z4Hs/hiNeKOP5Xx8IgEqIF8tOY1an01y0O6+Uh06/kmn/9w/yy7cAYGi5NHywEttK35SPseIaiPQ7O9q2jepJXu84WZaxce36k44Nuq4jK/IQz/Wg2rRN44umDUZWFHxeL6GQ5jhCJomBQm3sn9G2DKHwHtxU/NgWtO4ev8NtTk6Os0HR18Mij3NbtwVvBoa/z4yiGRwz9RgA6nrqeGD9A+N+/GRRVlZGe3t7VkbMM6VPmSiK5OfnR01sXFxc+pmcq704Ypomfr8/I3KrI5G/dMCv+zn9z6fzdsPbAJT4SrjjhDso/UoZoqO/aKyEb98CR71VzNM/PQgAAYunK8/lkNZXAQh483h4xTfJXfIylXOc2yxTomH9BRih9BfPY2GyG4hYtoUW0hAEIakiDZw6ClVWXbv+JGOYBrZtD5namlOyLRpN83dOH3Nt2v6QZBmf14um60kTaxNNfYSBFv0F6BNKf4w1FjlE7V/o76+nGsBFiy6K/nvV2lVpn86Wm5uL1+vNiL5jYyWT+pS5Qs3FZWhcoTZBent78Xg8aV2sC/193tLBmTJkhDj7gbN5afdLABR4Clj9f6upvq4GwdFtdBTBDbfAUVvzefLmxdi2ANg8WHMZ/9f0FAC6rPLomd/AWLiHGYc+HL1+0+azCPXWJHlWiSVipqAoyqQ0EOkXaSKqmlyRFkGSJERRwtDTe3c6W7BtG13Xh4kgD+6bdh7xfmNIsozP50uaWBOt/tfVeFIfIT4W/bGoikpuTi41gS584T/vSwEI7GevYnHFYhaULQBgffN6nq59ekJjSAbl5eUDrPqzicLCwoxIf8zLy6OnpycrnwMXl4ngCrUJ0tPTkxHRtJ6enrTo82ZYBhf9/SKe2f4M4Ng6r1q2ihk3zUL4j3NOXw5862Y4vDmXx3+wBMtyXqZrpn6LC+r/AIAliDx52hV0HSgx88hfRa/ftuPD9LUuSOqckoFpmMOYKWQ/A0WakrpaUMExFjENEzPFPbcmA4ZhIAhDR5BzSrbGRNNm0N1waELGELHvT4ZYm6jrI+xr0d+8c2JCDaCgsIBQwM9ixRlfyIaX9+O9IQjCwKjay6smPIZEU1xcTCgUykpTkUidWroLoNzcXGzbJhDYT26ti8skxBVqEyRThFpnZ2fKo2mWbfGZRz/DI5seAUCVVH5y0k+Y//MDEJ32NGgKfOcmWKJ5efy7S9F1Z8Fyw9Q1XLH35ui1nl12GXULZjDrmNuQZKdgvbvpIDr2HJvUOSWDiB3/ZDQQGZDumEqRFkYSRSQ5HFVL73VPRrP/CLJNyczYaNq5JDLMPECsaYkzGBEn2PAaBkbUphKgafvEhZosyeTl5TFf709L21/za4Djph1HTb6T1fDCzhd4q/6tCY8jkUiSlLWmIpnSp0wQBPLy8tJ+nC4uycYVahMgYl+c7rb8kT5vqaxPs22bLz/1Zf703p8AkEWZm066iUV/WYzg3IQpwg++Cwu8Ko9/61CCQWex8tmaB/hh3VXRa718zEo2LTqSWcfchurrBCDQNZXmLaeTjXmBhm4gSlLC3Q3TDdu20TVHhKvxbGQ9QVy7/sSja4bTw26IyFJu6Va8eU0A+DsSF02LRZIkp2ZNS5wbZESo2Qgwzvf6vhb9vmGbVI+FgoICKvReCgXnYm8GoGs/L39JlAY4QN669taJDyLBlJaW0tnZiZVl0fLYPmXpjlun5uKyL5Nr5RdnMqU+LdV93mzb5rpnr+NXbzopiqIgcuOHb+Swpw9HiOkteuu1MLNK4anrD6O31/mbnlX1LHe2fAoxbOCw7uCP8MZhpzP98LvIKd4FgBYooGHDeY7tWZZhWtaw1uRZjQ2apkfdHdNFpEHYrl9R0Awt7dOJMpH9t6AY5PSYgNq04YgYjCTKuj8i1MwJpDcHSvoDvVMIEOxR6G1XJjw2SZQoyM/nQNtJDTSB/4wQVTt1zqkUepzNwYc2PMSOjh0THkciibhcZkI911iJ1Kml++dVRKil+zhdXJKJK9QmQG9vb0akPUaiaala7P74xR+zaq1TpyAgcN1x13HcW8cj/KD/nF9eDqUHSvz7W0vp7HS8oI8rf5s/d52Hqju1IVvmHsV/P/QJqhf9jaIpTiqNaajUr78AS89N7qSShKE7za0nmx2/buhYtpl0d8fRooTrptLd9jrjiNjxy0PZ8UNu6ZZon0R/x0y6G5cmdXiSLEf7rJlxfu7FcCRnPNb8EWyl36J/Ck6tz0QNRSLk5eVxgNmflvbMCELNI3s4d8G5gJPKeserd8RlHIlCEARKSkqy0v2xoKAATdPSvk9ZTk6OW6fm4jKI9FsBZRBufdrI/OzVn/HtF74dPb7y6Cs5Zecp2Nf0n3PvJaAcK/Lfby+lpdlZVBxUXMtjoeXkBhxb4T1TFvD0R75IyYyXqDzgcQBsW2DPu2dgBCqTN6EkYloWljn5mlsbhoFhGHg8nrQUaQAIoMoqhmG4dv1xxDANbOxhej0m3ulxNMiKgqooBIJBLCt+6a8R18fxOj5GiNSpFWCQP0GL/lgkUWJOfg6ltpOO/EEIGkfoZ73igBV4JGfj7bdv/5Yrr7+So446isMOO4xrr72Wvr7h1d6NN97IokWLWLp0afTnwQcfjMtchqOkpISurq6s24ARRZGCgoK0jxa6dWouLvuSpqug9CdT6tNCoRChUCglDbl/v+73XPn0ldHjLx72Rc7qPAvjchDD65tHVkBgObx24yHU7XX+ltMKGvm39BFKup06lJbS6Tx++lV4K2qZeujvotdr2HQiga65SZtPspmM0TTTNNF1HVVJz0haLJLs2vXHE8u2nOdeHjrVNTaa1tc+i+7GJUkeYT+qqiJJEsFAEDtONU1SNPVxYhsz+zg/xkmoAeTl5bLA7ndGfG6EqFqht5Dl85Y74zIC/DfwX55++mn+/e9/09DQwOrVq4e97/vvv88Pf/hD1q1bF/258MILhz0/Hni9XnJycujo6Ejo46SCwsJCt07NxSUDSe+VUBqTKfVpXV1d5OXlJd3W/cH1D3LZY5dFjy85+BIuFC5E+yzI4fKO506ChovhvR8dzPZaJ1+nJKeb5/KXU9O63Rl/fhkPr7gGSrqZdcwdiGGF11F3KG27DkGSsvMlbNmTL5pm2RaapiHL8pANjtMRRXXt+uOF04JCHOazKnW1aUMiCHg9TqQoGAoRD8cOIZr6GJ+IGkQs+n0Tul4soiByeE7/Z+4zfSNP/YKFFyCEn6udlTvx5HooLS3lG9/4Bv/4xz+GTHPTNI0tW7awaNGiuI19tGRr+mNRURF9fX1pHy1069RcXAaSnavcJJApaY/d3d1Jj6Y9seUJPvHwJ7DDZe3nLzifTxd+muAnQQ3vwL52JGz+HGxbfRAbPnCsynxqiGeqz2Ze3ToAAt48Hl7xTUJFKrOPXY0cvnNf+ywaN5+IKGVvtGmyRdNs20YLaUiShCJP3PwgWTjGIjK6prl2/ROgvwXF0A3dc0s348lzrNP72mfT03RIkke4L4Io4vV5MU0zLrb9ETOReAu1ptr4RdQApubnUGM7dcO7dNgeTn/UNI3GxsZ9foQ+gSMrjgSgU+vknnfvAWDOnDkEg0F27ty5z2Ns2rQJwzBYs2YNxx57LKeeeiq/+c1vkuLIWFxcTF9fH6EkNDlPJoqi4PP50j5a5dapubgMZPJs18eZ3t5eKivTuzbKtm16e3uprq5O2mO+sOMFzv/r+Rjheovlc5dz+bTLCZwnkBPepFx/ELxxJTTeeQBvv1kOgCwZPDH3Eg7d8AIAuqzyyFnX0FlSzpyjVkWb24b6SmnacA6GYWXUgn4sWLbj9Kh6PakeSnIIOzwCw/TNSm8kWcIwDEzTzJhIYLqha87GxNAtKAb3TUtxNC0GUXRs+wPBIKLouIGOFyn8mTnh1MdBFv0d9T4MTUBW47OTIIkSS5QQ9eHAzLO9MKcEtm3bxs033zzkfU44+wRe4zUAVq9dzecO/Rw+nxPpG6pOraenhyOPPJJLLrmE22+/nY0bN/LlL38ZURS57LLL9jk/niiKQn5+Ph0dHVRVVSX0sZJNXl4ePT09FBcXp3oowxKpU+vp6SEnJ76bDC4umYgr1MZBptSnBQIBbNtO2ofdq3tf5cy/nEnIdHYiT5x5IlcfeDW9KwXyG5xzamfDC9dBzz1zePlFR0CKosWfD76Sk9Y9BIApSDyx/Gs0Vc5m6pLfk1+xwbld89HwwYXohgp2KOnpnMlisvVN0w0dyzLxeD1pZcM/WkRBRAnb9Xslb0bOIZWYhhl9/ocit2wTntxING0OPU0HJ3N4IyLJMh6PSjAUIkcSEccZEYumPk7wcy04KKJmmQJte3xUzvEPf6cxcmSBh3+22diCwHN98LliWLhwIX/605+GPH/nzp384+F/ECoJUdtRy6ObH+Uj0z4CMOT36HHHHcdxxx0XPT744IO59NJLeeqppxIu1MDpqdbQ0EBlZWVWvZ/z8/Opr69P9TBGJD8/PyM2w11cksHkWAnGmb6+voyoT+vp6SEvLy8pXzTvNr7LafedRp/u7I4eM/UYbjj0Bno/LZHvlJtRVwNPfRuMh6fzzNPTABAEm18c/iMuWPfL6LWeOflz7JpxCOVznqZslhNhsy2Jhg0XYASLsEwTUZSy6gs0gmVbmKaJPEkiM6ZhYhgGqpr+5iH7Q5ZkBIS0r/9IO2zQDA1ZUYZ5/gc7PZ5LukTTYlEU1XGCDATG7QTZn/o4sf1TS4FQONt9Ko44i6ehCEChIjFHdF7rLSa8P0KWYHV1NUV7iqLHt7x8C9u2bUNRFGbOnLnP+c8++ywPPPDAgNs0TcPr9U506KOisLCQUCiU9nb2YyU/P59gMIiuj2DXmWIiETW3Ts3FxRVq46Kvr4/c3PTv25WsOrrNrZs5+U8n0xVyrH+XVi3le8d8j57PyxS+75zTVgIP3wjKczU89o/Z0fv+4Ohf8YU3vh89fvG4i9h04PEUVK2j5uD7o7c3bTmdYPdUwLHwlrM0mrZ/Q4XswrItNF1DUZTMn6/gpEy5dv1jQzedxb4yTLqfE01rBdIzmhaLqqqIokQoNL56tajr4wRr1KC/Tq0Qgzx0muIs1ACOyO1fPjw3gpu6x+PhQ/M/RJ7uRM9er3udb/7ym5xxxhlDii/btrn55pt55ZVXsG2bdevWce+99ybc9TGCJEkUFBRkhEviWJBlGZ/Pl/b29zk5OXGr/XRxyXRcoTYO/H5/2udOR+rTEi3UdnbuZNm9y2j1O4upheULuenDN9F9pUrxq845PXnw4I1Q8GYFD94/P3rfK4/+K99840rE8ML27SWn8dbS0/EW7GbGkb9AEJzdtPZdx9Hb7Lh/WbYFFghS+u2qTxTbtjEMA3mCNSoZge3UJYmiNEzPrMxDkhy7fl1zo2qjwTEQcez4hw6SDYqmbUif2rQhEQQ8HhXTNDHGEbEQ7HBELQ7vf3+MRX8NAVp2xM/5McIhPgk57KDzHz/oIwQ/Pn3ppzlY6hfa26u3893vfjd6fPrpp/OrX/0KgFNOOYXrr7+e733veyxdupRrrrmGK664ghUrVsR9HsNRVFSU9n3HxkMkWpXOiKKIz+fD749fuq6LS6aSHSukJOP3+9M+dzoZ9Wn1PfWcdM9J1PXUATCneA63LLuFnm/5qHjGOSfogT9/B8prS/jV7xZE7/uJI57jx+98FsVwdsw2zTuG/x3/MWRvF7OPvQ1JdnJpepoX0L7rQ9H7mYaZtW6PpmmCQOZHl0aBYRr7rUvKVBRVJhQMOcYik+B5nAiG7gj14QxY8so29kfT2ubS07w4mcMbF6Ioja9ezbYQw2leE3V9hIF1alMJUJuAiJpHhIMUi3d1iR4L3gjAsft5GJ/Px/cv/T4f+/vHaPG3sE3axs6+nSzMWQjAk08+OeD8iy66iIsuuiju4x4thYWF7Nq1C13XHZOjLCFT6tRycnLw+/1pbXzi4pIMsm+1m2B0XUfX9bSPqEXSHhNVx9Xqb+Xke09mR+cOAKYVTOPWU26lZ3UeFX93zjEk+PP1UNVWyG/uXIRlOWM5fckb/GLzxfiCTvrFrqkH8e9TvoAgGcw65g7UnDYAgt3VNG85g9hddNM0EbO0d1o0mpbGQYN4EG1snAFNrceKKIjIsuzUgLjlFcNiWo6zqaIOt1doUTwjPZ0eR0KRnVTesaRASjF1bRN1fYR9nR+bd+TEo9XbPsSmPz47imw6WZQ5f+H50ePVa4dveJ1qFEUhNzc366JqmVKnlpOTM6QjqIvLZCO7VklJwO/34/F40n63PGIkkgi6gl2cet+pbGzdCEBlbiW3feQ2An8opvq3zjmWAA9cDVPsPO782cEYhvNSO27RJn5Xv5LCbsfFral8Bk+cfiWWJDH9sF+TW1ILgB7Mp+GDC7Ct/p1My7awLCsrm1ybloVt2dlv7x6T8pitc5VlGRsbw3RTIIfEBkPXkRV5WKGeV74JT66zYdPbNpee5uQ3Ph4340iBFM1+oRaPiFogJvVxCgEC3Qp9HfGPCh2oCvjCOxIvB2z8oyjPPGP+GeQqTo33/e/fT31P+kZ3CgsL3Tq1FJGbm4vf73cNRVwmPdm34k0wfX19aR9NS2R9Wp/Wx+l/Pp23G94GoMRXwm0fuQ3tkXJqbu0/7+9fgpqiHH6++hC0kLPwWDx/D/d3X0Bl804AOgsqePSsa9FVH1UL/kHxNKfPjmUqNHywElMfKDQt00IUxayLwgCYxuRocB1JeRw+kpL5CIKAKqvouu4aiwyBaZrOhsuwQt0aVJt2PpkSTYsQmwI5GhdI0Y4RagmIqEH8nR8BJAGWeJ2FtGYLvDSKkqIcJYcVBzi1Zpqpsea1NXEfV7woKiqip6cnKY22k0l+fn7a16n5fD7XUMTFBVeojRm/35/2jo+Jqk8LGSHOfvBsXt7zMgAFngJu+8ht2P+dQlV/TThPXAJVszysWXUIfX3OLu6sma08IH6MGbvXA+D3FfDw2d/En1NI0dS1VC14GADbhsaNZ6P17VsDaJpW2kcyx0PEkj8b5xZLNqc8DkaSnPYRpjE+q/axYNlWNJXQMAx0XUfTNEKhyI9jMx4MBgmFQtHbI2nckWbdlm0lPF3Ttm00w3H6HD6atjGa/tzbNo/eloMSO6gEMZYUSDHOqY+WCqHwPl1UqO2Mv6EIwOG+saU/Apy74FzkcBuCu968i55QeooGr9eLLMtpL2rGimso4uKSOWT3aikBZILjYyLq0wzL4MK/Xciz258FnF3RW0+5FeWdmVR+HaTwhuNzZ0PpoTJrVi2hq8sxiqip6eIvpZ9l4aaXANAUD4+cdQ1dhZXklGxl+mG/iT5O2/Zl+Nvn7fP4tm1jWY51fbZhmRaCICDFIeUpbZkEKY8DEEBRVQw9vnb9EVGv6zqhkEYgGCAYCKKFQmiGFo5W2QiCgCgKSJLT6kGWZWRZRpIkJElEFIXwe8pxGtV0jVAgRCAQIBgMommaI+Cs+Io3wzAQEPbjbDo4mpY5tWn7MIYUyIGpj/GJNkcs+ovRycWgeXtivrdmKlAkOi+St4I2HaPYmyjNKeWU2acA0B3q5u63707I2CaKIAgUFRVlXfpjJtWpuULNZbKTfaveBJIpRiK9vb1xrU+zbItPP/JpHt38KAAeycNPTv4JuTvmU3I5KOHP+rUnQ/4ykV+sXkpri7N7W1bexx/nXs1Rbz0GOD2Cnlh+Jc0Vs1BzWph19O2IklPL09WwhM66I4ceg+ksdrNRzBiGgSRnt4nIZEh5HIwkikjyBO36bad+Udd1JyoWcESUZdmIopNi6fV58fl8+Lw+PB4PHo+KoigoihIVaIN/FEVBVVU8HhWv14vP68Pn86F6PdF2CYZhoIVCBIIBQiFtwj3iLNvCMAzHQW+Y17oTTWsHoLd1fsZG0yKMNgUyNvXRjFNkPTDIor95Z2K+t0QBDvc6T6iFwH9G6f9w4UH9PdFuf+V2dDM9RUNhYSFdXV1ZVSslyzJerzft69Rcoebi4gq1MZEpRiLxbMht2zaXP3k5971/H+C4dv3opB9R2raY/M+Cz8mqYd3R4DlH4K7bl1Bf5zx2UVGAOw/9Pqf87/fR6/37lC+we/piRNnPrGNuQ/E66Rf+jhm0bDuV4VZwphVODcwyMWPZYRORLDRIiTCZUh4HIysylmWOLQXSdtpQaJoTMdNCISzLdhZXYVEWEWNxrWsUHHEpyzKq2i/gVI8HURQwDINgIBjdiR+raIva8Q/7+TkompZBTo/7I5ICub9am9jUx3iYiUB/RA0ci/6mBEXUAA6Nyap8ZpRr/xlFMzhm6jEA1PXU8cD6BxIwsomTn5+PaZoEAoFUDyWuRMw60pmIUMsmkeziMlYm16ppgmRC2mM8o362bfPNZ7/Jr9/6NeBYj9/44RuZqh+OeikUdDvnbVoEfBLu/sXB7NxRAEBuXohbP7SG8/59W/R6/z3+42yefywIJjOP/AW+wr0AaP5iGjeeC/bwCxTLsrIy7TGb+8JFMA3TSe1M8w2ORBCx69cMbcQUwoigDQQDaLqzqFcVRzB5PCqyPLxLYsIIizdFUfB6vXh9Ts2OZdmEAk7tm2EYIy6kTNPENPcfUc2r2BATTTuA3paFcZ1KyginQBq6MWxUbUDqY5wa3scaitQQoH2vD0NLjPCtlqFKcl4DGzWoH2Vw7KJF/X3SVq1dlZYLckEQMsJ8Y6xkQrQqJycnWnfr4jJZyd7VYQLIBKEWz6jfTS/exK1rHStHAYHrjr+O+erxWJdAmeOuz845EPwS3HP3IjZvdBpTen063z/tXj715HcQw7vuby5dzrqlHwVgyuL7Kah6DwBT99Kw/kIsY/hC94gtf9b1T7OdlMBsj6aNlO6W7URSCfWh7PptR8SEQk6NmGXZqIrqRLJUFUmWEtYLcTxEhKfHo+LxOZ8zuqHvP8pmOxtI+xeaFiXTs6Q2bQhEUUJW5GGNRQa4PsarRm2QRb9lCrTtTYyhCMDhvv7n67lRpj8urljMgrIFAKxvXs/TtU8nYmgTJpuFWjqK4wgRQxG3n5rLZCZ7V4gJIBOs+eMlJn/66k/5zgvfiR5fdcxVLCk+hd5LoWaPc1v9FOj+Gjx4/4G8u85ZFSiKybVn/oPLn7gaOVxzsPGA43jpOGfntHT2M5TP/TcAtiXSsOE89GDM1u8Q2KaNIApZF3UyLRNssjrSNHK6W/YTses3BgkZ0zQJhpyaM1EU8Pic+jJJzowUX1FwIm0+jw9VUaNRNk3TBszTMJ2I2/5MZJxoWgcAvS0H0tuaJdG0GFTVMRYxjX0Fe0JSH2M+VqfiRE6adyROqB3q7f/3M732qBpsC4IwMKr28qoEjGzi5OXl0dvbm9aiZqxkSrQqEyJ/Li6JJLtWvgkkU4xE4iHUfvf277jq6auix186/EscW3MmrZ+B2Vuc29rKoO1qePSxuby6tgoASbL48jn/5uv/+gq+oFOosHP6Yp5Z9jkQRPIr3mfqwX+KXrd560cJds0YcTymZWaliUjEkj+dIibxxLIdy3hZmTwGIsMhyRKiKGHojpNiKKShaRqSJOHxevZrV5/2CM78PB4V1evBtiEUDEUjbLqujzC/QdG0jecmZ9xJRhQlVEUhFAoxWMXEpj6OZCZiGAavv/46dXV1+z2vPdBJn8eJ4PVb9Cfu+6tYglmKM689hsC2Uba/Om7acdTk1wDwws4XeKv+rUQNcdzk5ORg23ZWCQZRFPF6vWkfrXKFmstkJ0NXBsknEAigqmo0jSldmahQe3D9g3zu8c9Fjz95yCc5Ze5Kdn0JFrzj3NZdAA3fgH//bybPPzsVAEGwufScV7jhhS9S0N0KQGPFLJ786NewJBlPfh0zj/oZgujstHfsOZqepkNGNSbLsrJPqIVT3rJuXjHomtPEW8rC2sLxIEuS46QYDCEIZL5AGwJJFB3BFo4ehQIhENhv2nJ+xQfRaFpPy4KsjKZFkBUZy3ZaIsQy2obXvb29vPHmG3R2de73cTRNY9076+gtdj5vS9DxYbBz/fjHPhoi7o8w+vRHSZQGOEBG0u3TiUidWrq7JI6VTDEUyTYjFxeXsZA9K4QEEwwG8Xq9I5+YQgzDQNO0cQu1xzc/zice/gR22PXg/IXnc87CT7HhSjjUaYFGwAd7vg4vvjuVJx6dGb3vBSvW8b3XPk95y24AOgsrefTMb6CrXiS1m9nH3oqkBAHHdrttx4mjGlOkPk2QsivqZIZ30LM1JdC0LCzTjaYBTo1WuFeZIAoIopD1DpiSJKF61OhnSSgUir7mB2JRPCP7o2kRIlE1TdMGRNVGk/rY1tbGW2+9xZSaKfi8+09hbGlpQVEUrCn931k1BNi9KbGvuUO8IIaf82f7bMxRZgqeOudUCj2FADy04SF2dOxI1BDHTTbXqaUzXq8XXdeH+fxwccl+snelEGdCoVDaC7W+vj48Hs+4on7P73ieCx66AMNydnqXz13OJ5dezpvfETjuX845ugLbvwZv7Krir3+ZG73v8uUb+cGmrzBtzwZnHL4C/rHimwRyChFEnVlH/xRPrhNlC/ZW0rTpLEZbhJPN9WnZ2G4ggqEb8bWOz1As2yIYCmIYerhvmQfbtifFokPXDGRZxufxIUsyWkhD1/UBdT75letRfZ0A9DQvoK91QYpGmzwURcGybXSjvzYoNvUxaNr09fUN+DEMg/z8fI4//nimT58+4mP09vaSl5tHcJBFf19T2fB3igO5IhyoOv9uMwXeC47ufh7Zw7kLHJFu2RZ3vHpHgkY4fvLy8ujp6cm6OrV0NxSRJKfGORQKpXooLi4pYXKvosZAMBjE4/Gkehj7Zbxpj6/seYWz/nIWIdP5IDxp5kl84airef5WgZP/6pxjirDtcljfU8a9fzgget//O2k7P2z6BgdsegUATfHyyIpr6S6sAGymLf0deWVOYZsRyqVh/QXYljrqsWVlfZqdpfMKY5omljXJo2nhKFooGEIUxagTa8SAQzO0tF4cTZQBrwHBESeq1xN2uAxhWhZObdpL0fs4fdOyHyGcHqppGrblpCbGpj7uqKvj5bUvD/hpa2tzXEBHGYE3DANJkgYYikwhgBnMp7dDiet8BnPYONwfAVYcsAKP5HzH/m7d72jzt8V7aBMi8t2a7hGosZAJhiKCIOD1egkGR6n6XVyyDFeojZJMiKiNR6i90/gOH73/o/TpzjfqMVOP4crjruepX0us+E3/ebWfga1KMXf/eiG27XwRH3XsXr5nfY9D33oKAFOUeOz0q2gpnwlAxfzHKZnhLMQsU6bhg5WYWsGYxpeN9WmmbYG9/7qdjGVUVuzZjWVbhDTNiaIpTr1W7N9ClmQEhH3qlLKGYV4Dkiji9Xid5s/BEDll76JEo2kL6Ws7MEUDTj6K7IglPfwaiE19nD3vAD5yykcG/FRWVo7p+pIkOU2aB1n0Q2KdHwEWeUAJpz/+pw+0Ue5HFHoLWT5vOQB+3c+db9yZqCGOi2ysU4sYiqS7+PR4PK5Qc5m0TM6V1BixLCsrhdqm1k2c8qdT6Ap1AbC0ainXfeh7/OPPMiv7+1RTezHsqCrgl2sWYRrOS2bJoQ18u3Q1H/6P4+JoI/D0KV9i77SDACiseZ2aRX+NXqNp81mEeqvHNJ9srU+zTBNRzE63R9MyR7Riz2Ys24qm6Hg8nqH/DuEIk2EYQ/cdy3AM08DGHjoFOxpdkymduTZ682SJpkURBDyqB113atXG4vo4GvLy8ujr69snogbQsiOxzsWqAIs9jjrrs+H1MWiACxZeEBX3a15fQ0BPLxOJbK1TS3fnR6/X66Y+ukxaXKE2CjRNQxAEp2lvmjJWI5EdHTtYdu8yWv1O7dhB5Qdx44k38eATKh//AYjhXdBdZ8Kehbn87PbFaJqzgDhwYQvfnH83pz++Jnq9/37oE2yZfzQAvqLtzDjirujv2nb8H32tY98tz9r6NNPM2ibXhmFO2miaaZiEgiFkScaj7t8sRJL67fqziYgdvyqr+92IKKregCfH2SDqbDiQnpa5w56brUSErGEYcW94XVFRQSgUYnvTLrRc58M8GRb9EQ739b/2nxmDBqjOr+bDMz4MQKu/lXvevSfeQ5sQubm59PX1ZVXaciY4P7oRNZfJzORbTY2DiONjOkdAxtI+oL6nnmX3LqO+px6AOcVz+OGyn3D/f31ccj3I4TXD3hNh77Febr/1EAJ+R6TOmtPON476M+c/9EOEcHrLG4edyTuHnAqA4mtj9rG3IUpOznt30yI69hwzrjlZtoUoZFdkJhIlzMa0R8t2nB4nXTQtnOqn6RqKojgbOqP4qFBUGdMws8pYxGlwLu6/lkowB9Sm7X1/BX5/IKv+DqNCEFBkxwEyHg2v165dy/bt2wGnufZhhx1GU1MTjbIjiMvQ8GLStD3xQm2+Cjk40eJX/NA3hsBxbAPs1WtXY1rp87rw+XxpX9M1Vnw+X9rb30ciatkkkF1cRkv2rRYTQCgUSnsjkdG2D2j1t3LyvSezo9OxP55WMI2fnLKa+9/M45KrwRvOLmg8EupPV7l99RJ6uh3zjynTurjylMf4+J9vQDadSMAHB57Ay8esBECUgsw65jYUr7MwCHRNpXnLcsZrbWhZNqKYvuJ4PFimhSiKWRlxMnQDUZpkTo82aLqGYRhj7rMoCiKyIjuLvixYf/Q3ON+/UM2vWI/icz4jupsWYfQsQlUUAoEAZrbW7Q1DpK+aEOMAae6nj1qEE044gSlTpgy47dhjj2X27NnR48LCQo488kjUOUXR22oI0Jzg1EcASYAlXudFrQMvjiGqNr90PkurlgJQ21HLo5sfTcAIx4ckSRlR0zUWMsH+3uNxjIiytq7XxWU/TKIV1fjJhB5qo3Gl7Ap28ZE/fYSNrRsBqMqrYtUpt/HnTUVc/FXID9dItyyCxgtl7rjtENrbnHlXVPby5RXP8On7v4435HxJ7ZhxCM+d9FkQBMBixhF3klPk9FHTA0U0fHA+2ONP47FsM+sW/aZpZWXvNMu2ME0TeTJF08IizbRMPF7PuJ5XSZawbRvDzPwFyKganA+KpjVuPBcEAdXjweNRCQSDGFkUrRgJUZSQZQlL16K3WXH+fIitU5tKgLY9Xkw98RtgR/j65/HsGEugYqNqt7x8S1pFUjKh99hYkGU57e3vJUlCUZS0HqOLS6LIrlVwgsgEa/6RzE76tD6W/3k56xrXAVDqK+XWU27jwT3lnPcVKG13zuuYA82fFbljzSE0NuQCUFwS4AsX/Y/PPXA1+T3OiQ2Vc3jyo1dghXd/qxc9SGHN2wCYhof69SuxjPHv3Fq2hW3Z2WUkYoNlmYj7W8hmKJZpIQhC1jl0DkusSPN4xr2hELHrH9xfLNMwjdG1ZMivfH9ANM3fPj/6O0VR8XhUgqHQpBJriqJCrFCL83so1vmxhgCWKdK2N/EbjzMUKMSJ0qwLQvsY9iKOqDmC2UVOdPD1utd5afdLI9wjeWSbUBMEISNqwFyLfpfJSvatGBNAJjg+7k9MBo0gZz94Nmv3OC5rBZ4CVp2ymn+01nDGV2CKU6pG9xRo/rLAz+46mN278gHIzw9x2SWv8vm/f52y1j0AtBdV8+iZ38BQnL9JyYz/UDn/SQBsW6Bxw7nogYk1Vs1GIxEz7PCXjWLGMJzmxtnawHsAcRJpEWRJRhAy167ftm00Q0NWlP3/LQSTkukvRw+HcnqMFWuTJQ1SkiTkGJFuxsFMJJZATNPrfov+xKc/CgIsVZ3PPAt4fgzaRhAELlx0YfR41dpVcR7d+IkYimQTmeCqmAli0sUlEWTPKjhBmKaJrutpLdRs2x5WTOqmzoV/u5Bntz8LQI6Sw6qTb+Wp3pmc9FWY49Se01cGzVfCL+9ZxNYtRQD4cnQuvfQtLvvn9UzduwmA3pwiHl7xTYI+R8jllW1g2tLfRx+vZdupBDpnTXhOWWkkErblzzYxY1oWtm1npUHKUOiGU88RD5EGZLxdf0RgKiPUVhVUvhetX+1uWoy/fd6Q50XEWiAYTOu6mXiixLyMrFHUqI2FgamPjlpKhlADOCKnf2LPjrH92EmzTqI8pxyAJ7Y8wYaWDfEc2riJGIpomjbyyRlCJoigTBCTLi6JYHKsrCZAKBRCkqS0risKhUIIgoCqqgNut2yLTz/6aR7b/BgAHsnDT5bdwvPmfI74Biz6wDkvWADNX4e7/76A9991tl9V1eATl77LZ9b+gPlbXnMeR/XxyIpr6SlwomVqbiMzj/4pgugsLjv3HkF3w6FxmVNWGolk4ZwATMNw7OazKPo5HKbhFLSr8RJpYSJ2/bqWWVEky7acv4es7n8DQjApjo2mbdh/3zRFUVEVhWAwgJVGrn+JQo5xk4l36qPpAz2sy5Jp0Q9Q45Eot5001s0a7B1DRqssypy/8Pzo8eq1q+M9vHGRrYYi6S6CMkFMurgkguxfWU2QTLDmj7hSxo7Rtm2+9OSXuP/9+wHnS+9HJ97Eq/IiUO99wgABAABJREFU5t8AR73unKf5oPlquOff83j91UoAJMni4k+u55INd7D07acBJx3n8dOvorVsunOO0svsY1cjq86XVV/bHFq3L4vbnLLOSCRL69Ns2w73hUvfjYx4YVoWmq6hKur+DTPGiaLKWFZm2fU7dvzSiC0ZnGhaNwDdjQfj7xi5b5qqqoiiRCgYggyu3xsNUkwkdTSuj2PFH05/LEfDkySL/giHyP3q7LkxZgyeMf8MchWnVvr+9++PtpRJNdlWp5YJ9V+uRb/LZCW7Vo0JIBQK7ROpSjcGu1Lats21z1zLb976DeAYFtz44RtZ7zuM8h/Csued8wzFSXd84M1Z/PcFx+pZEGxWfuwDLmz8PSf898/O9RD456mXs3fqQueOgsHMo36GN78RgFBfGY2bziZeL6dsNBLJ1vo0y7RAyL55DcayLTQt5DikJcjZUhREZDlz7PpNy7HjV9QRhMXgaNoQtWlD30/A41GxbZtgKL0XkRMlto+akYANqsGGIs07fHF/jOE41CcQeUE/2zs2zZ2j5LDigBUAaKbGmtfWJGCEYyfbhFom2N97PB5s286qHnYuLqPBFWojoOt6Rgi1WCORH/7vh6x+xUkTERC4/vjr2VVwPOJP4exwSxpLhObL4ZHaafzziRnhe9qcc8FGztH/xmlP/CJ6vRc+/Em2zT0yes60JX8kv8Kx+De0HBrWr8Q24+eKaVs2gpBdRiLZWp9mmCaylOUmIjZoIQ1RkFBkJaEPJcsyNhlg12+DrmnIijzi+7Sg6t1oNK2r8RD8HXNG/TCiKOH1eTEME13PnpqgwcQKNT0BIj0YU6c2hQD+TpW+zvhH7oaiwqsy1XLS6vYasGWMT+O5C85FDhus3PXmXfSEeuI9xDGTCU2ix0LE/j6do2qCIPRvZLm4TCKyZyWcIHRdR1ESuzibKLFGIne8cgc3/ufG6O+uOuYqOkpPpuO38Mk/9d+n+TL4V1c1f/9r/6Jp+VlbOSv/X5zz0I8Rwjugrx2xgvcOPiV6Tvncf1I66z8AWJZE4wfnY4SK4jof27azLkUwK+vTsjSdczC6oWNjO5GjBD+FgiCgyiq6rqe1sYhpmti2PXJ0UTAontYfTWvaeO6YH0sUJXxeL6GQlrX1arFCTUuAUPPHRNSS6fwIjgg4SOgXAGPtqVaaU8ops53voO5QN3e/fXc8hzcuvF4vmqZhWen7Hh0rHo8n7evUIq1MXFwmE9m9wooDmSDUIhG13779W67+99XR2790+Jcwqs5k2wPwlV/2n9/ycXhBKue+e/p7GJ30ke2cOf1/XPSn7yCHd/PXL/wwrxzVX8xdUPU2NYv/Ej1u3nwGwZ6pcZ+PbdtpXRM4HrKu5g4ww4vLbE57NC0LQzdQFTVpz59jLCJiGukpSiJ2/MpIdvxAQdV7KF4nAtLVMLZoWiySLKPIMsFAMCvr1QYLtXjX4QRTZNEfYZFiIYU3/57vA3OM07vwoH6r/ttfuR3dTO1iXVEURFFMe2EzFjKhTs0Vai6TkexaOSaAdBdqkfYBj9Y+yucf/3z09k8d8ilypq/kzcfh2pgWNO0r4KXKEn776wXYtiOGjj1hN2cufo2P//GbeDQn77525lKeO/EzTjMcwFu4ixlH/hJBcL5h23cdT2/LQQmZk2Vll1DLxpo7AMuyHBOR7JpWPzHpfUk1SxFAVhQMPT3t+g3DQEBwUl73h2CM2DdtLKiqio09YVt00zTZtHEjra0t+z1v186dvPXWW6x7++3oT0tz84QeezhihZopiHE3lBmyl1qSnB8BClSZOTjPW7sJ74xRD8womsExU48BoK6njgfWPxDvIY6JTGkSPRYyYT6uUHOZjLhCbT9EClfTWahpmsaLzS/y6cc/jR3esbxg4QVUzvkkzz4HN34fpPBar3MZvLqggLt+fhCW5Tz1Sw+vZ8UJb3PJH68hv7cdgPqqufzztK9ghyMlsreD2cfchiQ7u4c9zQto33VCwuaUbdGnbKy5AzBMI6ujaZGUR1lOTi1PLJIoIsnpZ9cfseNXFGVEgV5Q9S6yJxJNW0Kgc/aEHlsQRbweL5qujzsFMhAIsHnzJnr7Rm7q1efvY8aM6Sw99NDoT3lFxbgedyRihZqgeuK+GDV8oIf9Q/ojaskzFFFVlQPM/r/5WHuqAVy06KLov1etXZVy979MsLQfCx6PJ+17w7lCzWUykl0rxzgTqcNIZ6H2TO0zfPPNb2JYzoLu9Hmnc8CCL/HwqwI3fQvU8Gda99Hw1nG5/PynB6PrzuL6oMXNnPfRd/n4PddR2lYHQFtxDY+e+Q0MxTEHEUSNWUffjprjiLhgdw3NW84gYWEUG7DIquiTZVmOkUgWYdlW1j1PscSmPKYquisrYbv+NEqB1LWwHf9IEUbBoGT62ujhRKNpESaSAtnd3cWWLZspKy3Do+7f/MiyTAKBILm5eRMZ7qhJtFCD/qhaJSHUJFv0K4rCTNOPJ7yZ+D8/aGMMFi+uWMyBZQcCsL55PU/XPh3vYY6JTIhAjYVMEEGZMEYXl3jjCrX9oOs6oiimbY+otXvWctGjF6FZzi7YslnLOPzgq7h3ncBProXcsHtw32J4/wwvP73jEIJBJzowZ14b5537Phc+cCNT6jYD0JtbzCMrriXkjSxOLKYf/ityS3YAoAcLaPjgfGwrccLVwsLGRsyil2Y2GomYhomYxU2uDd1AklPb6D5i168ZWlrY9ZumiWWNwo4fKKx6JyaatpRA56y4jSOSAqkbAxdslmUSDAaG/DFNkxxfDosXL6aisnLEx/D7A2Db1NXV8e677/D++vdpbGjATpB5xAChpngwDCP+6Y8DLPqDtO/xYRrJ+VySRAmfIrNQdubkt+GVMZomCoLAxYsujh6vennVfs5OPNkWUVNVx8Qo1ZHK/eEKNZfJSPJzejKIdE57XNewjuX3LydgON92x049lv877Hp+uUHijmuguNM5LzAXNnxM5bZbl9Db47QZmDa9i4sufp9zH72FuVvfACCo5vDwimvpye//Nq9a+HeKpzqdsS1ToeGDlZh6YneYbdNGEIWsqnuybBNZSO8WD2PFNM2UpAQmg4gg8Xjj13JivCiygmEa6KaBksq/t+18HsryyHb8gmBQPCCaNnanx/1eXxRRVRVN05AlGSHsOtrX28fmLZuHvM+cOXMoLi4Z8ndDYZomefn5VFZUkJs3C78/QG3tNhCgqqo6LvOIJVaooarIsoxhGHHdKAgMsujfaeTSvtdL+czk2MwrisIiMcS68LLjuT74cO7YrnHctOOoya+hvqeeF3a+wFv1b3FYzWEJGO3IZIL5xliIfJ5HU5vTEFeouUxGsnOlFSfSVahtbNnIKX86ha5QFwCLShdx+lHf47ZtErddA1VNznmhqbDlszKrf7qEjnbHvr+yqoePXfo+H33hVxzyzjMAGJLMY2dcTVvptOhjFE97iaoDnaZrti3QuPEctL7E1GfEYmEjCukZwRwP2WgkYtmWk84pZWE0bQyCJCkIoMoqmq4hSWLKxmSYxqjr9Qqq30H2OEVIXfWHxjWaFkGRFTRNQzeMaJ/L/IICDj/8iLhcv7CwkMLCwuhxXl4elZWVtLe3J1yoWaIcXZDG9secKIObXgM07chJmlBTVZUpQT95Qi69Nrzih14T8sbwcS+JEhcedCF3vHoHALeuvZUHzk+NsYjH40Q+DcPIik2rSPZQuq57oF+oZaMztIvLcKTBSiR9SccPrB0dOzj5TyfTFmgDYF7hPM467EZW7VH40XUwc5dznlYOtZdLrL5zCc1NTi1CSamfSz7zHie+9ReOe/FBACxB4J+nfoX6KQdGHyO3ZAvTDv1t9Li1dhn+9rlJmZ9tWWTT5282GolYpoUopk40JJJR9wdLIpIsIYoShp4aYxHLtpzPQlkZcXEkCAbF0xIXTYt5IDyqJ9zLKv41fB0d7fs4PNqWnbDX/EChJkUXpPHs0xXr/DgVJy++JYkW/YqiYJkGh4Y9TAycWrWxcuqcUyn0OCL6oQ0PsaNjR/wGOQZkWUaW5axKf1QUJa0NRSLrMcNIL5MlF5dEkn0rrTiSbkKtrruOk+49ifqeegDmlszlzMU3sKanlO98GxZscs4zCmHnlQK3//5g9u5xUhULCoN88rPvcnTtvzj1qTuj13zh/z5F7ZzDo8dqTjOzjrkdUXI+CLvql9JVH59d6tFg22RVA+Vs3PlzzFGy5zmKYjPq/mDJRlFlTMPETEGDXdMwEYRR2PEDBdXrotG0zvrDCHTNTNi4nKinkDABu2fvHrq7u8C26e3tpam5mfLy8oQ8lhhTj2ZKTjsIQRDiWqc2tEV/8pwfZVlG13WWevpfw2Ntfg3gkT2cu8DZALBsKxpdSwWZ0CR6LETq1NKV2Kifi8tkIb1WI2lGOgm1lr4WTv7Tyezs3AnA9MLpfO7Dt/MrezrX/EjgsLed88wc2H01rHlgEbXbnF3HnFyNT37mXQ5teZmzH/pJ9JqvHnkO7y9aFj0WZT+zj10dXWj5O2bSUvsRklkwZtsWQhYVqNm2nXWiJluFmhFu9D4aQZJsREFEVmQMXU+qsYhlO+6XiqqO+DEgiPqAaFpToqJp0Qd0ellNxK4/lg/Wr6eh3tkEKy4uYdrUaezavZt169axY8cOaqqrKS0rG+Eq40Oy+sWmFRZpsizHVagZOaA7GfBRodaUxIiaLMsIgkCNYFIaDli/E4SWcejsFQeswCM5aaG/W/c72vxtcRzp6InUSmYLmVADlgljdHGJJ9m32ooj6SLUOoOdfOS+j7Cp1QmZVeVVcfn//ZQftOdx+R0iH3rROc9Soe5KuPOJhXzwvrN96vEYXPLp91isvcPK+78bXRC8f9CJvHpkzEJKMJl51M/xFjgLFc1fQuOGc8FObgqYbdvZZSSSZc27scMpYFlYn2YYhiPS0vTpkmQJy7Li7ga4P3Qt7H45CmFeUPUOsscJkXTWHUaga0aih4ckSYjjiDwtPvhgysoGRscOWrSI6pqa6HF5RQWLFy1m6aGHjtotcrwIMZFSK9zKQ5KkhDW+riCEgkVzEi36BcLi0zA4LCwYbeCFcUTVCr2FLJ+3HAC/7ufON+4c4R6JIdtEQybMJxPG6OIST7JvtRVH0kGo9Wl9LL9/Oe80vgNAqa+Ur520hpu6i/n4rwVOf8o5z5ag4Stw90sH8NYbjumHLJt87NL3WejZzMf+eB0ezdlF3TbrMJ7/v08TWww25eD7KKh8HwBT91K//kIs05u8ieKINNsOuz5mCbZtpV0a3UQwbQsEsqp9AqRnbdpgREF0akgMLSkW2qbhuF/KysgRRkHUBzo9bkpwNC36wAKKGq6rSWNb8ZEQYyJqpuj8vRMp1ESgmgB9HSr+ruRFkGVZRjf0qFCD8aU/Alyw8ILoZ+ua19cQ0JNjihJLtomGTJhPutfRubjEm+xabcWZVAu1oBFkxQMreGXvKwAUeAq4etkabu4p5/T74eKw2ZUt2DR+Du7dMJuX/uc4komixYUf/4CFpTv4xB+uJa+vE4C66vn887QvY8fskJfN/jflcxwHSNsSadhwPkawOHkTDWOHc7qyRgTY4QhhNglPy3IihNkzJcARalIG9IWTJRkBIfHF9DboxujdLwuq1yGrkWja4QSTEE2LIEsytk1SI43xRoo1E5H6hZphGPE1FInJ3OyvU0uuoYihG1TIMDWsD7dqsHsc6+7q/Go+POPDALT6W7nn3XviONLRkQnCZixkwnwURXHNRFwmFem9Kkkhtm2ntBZHN3Uu/NuFPLfjOQBylVyuWfYzVvfVcPzj8IXf9J/b8kmBv7ZM59//mh6+xebclRs5aOZePnbPdZS0O+mMrSVTeOyMr2PK/T298ivfZcohf4oeN29dTrBrOqkg4pCYLSLAwnJq1LIo9TEb69Ms20knlDLBYlvoX6hYduKMRcZix+/Upr0SPU6Y0+Owjy+iyDJami8w94cYfi4tQYxmOoiiiCiKiTcUSWL6YySiBsQlqnbhoguj/169djVmAhxA90cmCJuxkAnzkSQprpsXLi7pTnatuOJI5IMgng1HR4tpmXzqkU/x2ObHAPDKXr5x0m38NDiTxS/A1bf3n7tnuZ9HrRoe+fvs6G1nnrOFgxfWs/K+71BTvxWAnrwSHllxLSFvf4dRb/5eZh75cwTBiWR17D6GnqaDkzDDYbDJqnquSPPubJpTVgo104kSjqYOKx2QpMTa9Ufs+FVZHdVrd2A07QiC3cnf6JEVBdMwEmLVnwwiro+R+jRwPgvjvSgNDrDoDwu1HclzfoyNhiz19u/JPds3vszVA0oPYGnVUoD/Z++8w9sqz/7/OVOS97azNwmBQNgEAgHCLmUWKLS0tJSWtnTv8bZv+3u7aEsZHfSlbyeFtlBGWSHsBEIIhCQQIJMM20m85CVb0pm/Px5JthMP2ZZsST6f6/J1+dhH5zyP1nm+577v783O1p08svWRFI00ObJB2AyH3n3KMpVU37zw8Mh0smNlMg7EL45jvSh1XZebHr+JezffC4Aqq3z5zFv4nTmfGevgOz8CJXbdblxu8mRZJff+7bDE4885fyfHHVfPpQ/8lDk7hRVkxJfPg5d8g1BBz1Va0TuYdcovULQIAKHmw2jZfcbYTHIAHFykDE89Gw4u6eu7NC7EjESkLBE0yWLbzrjckBkNmi4cAdOxYLFMC1lWknpODnZ6HOtoWhwhXrN3ARevUbMPchxVVTWlaV7hsp7fJ49D6mO87s7FpViBubHKgv0WvDvCsqMPHvnBxO8/e/lnYyoyNE0bc4OfdBKPoGfyfNJRu+nhkcnk1oorhdi26B00lkLNdV2+uvKr/OEN0WxalmS+fPqP+ZOziLLN8D/fBT12865jKaycW8Q/7z0u8fily/Zw6um1nLviLha9+RwAlqLxyPu/QmvZlMR+kmwwa8mt+PKbAYh0VtOw5WLGPefQdXOr2bXrMu7PaQqJG4koOSQ+HdfBse2MNhHpD1mSE32pUmnXbzsOthUzEEnirVs86Q1UXXQtbq07kUjHtNQNZpgIUZOdCzg5dmOwd0QNUr8oNfPBEq72vSJqYyvUoEcIHNcrmPdsaGTHPGHyCcwqmQXAuvp1vLT3pVGNcTjE+93lSlQtvt7JZCEky7KX+ugxocidFVeKGY8Urx+++ENuXSvyGiUkPr/0v7lXOQF9B/z0mxAQwS9Cx8BLS4r5y/8dj+OIMR5/Yj3Lz93FktX/ZMlL94s5SBJPnH8z+ycd1ussLtOO/T8KyncAYEUL2P/2VbiOzniTa82hRQ+1HJpPDhqJuLYLMlkZ+VRUBdd1E/3fRo0romnJ2vFLskFJrDbNdSUatlyWmnGMkISoyeC0rYGQnUNTHyENhiJSb4v+CCoOzXsC2NbYfKglpD7i8ygfxGOIz3WBPYKXTpKkPlG1W9bckoKRJn/uXEp/jN+czmQh5EXUPCYa2bc6GSPiLnBjxa2v3Mp/v/jfie2blnyTh3ynYdbBz78GxR3i790L4NULCrjjjkVYlhjfoqMbuPDi7Ry9cSXnPnlX4hjPnvlx3pt9XO/TUD3/EcqmvwyAY6vsf/sqbKMwvZNLEjfXatSyb704KLlYn2Y7dkY2uE6GuF2/aZopMRax7eTt+AGKJ21IRNPa6sc3mgaHRmuyiYFSH+OGIil1fowJNQWYRATbkgnWj10rFkVRcGwxn4AMC2MRvjYH3oiM7JhnzTqLijxhafnYtsd4p+mdVAw1KXJJqEHmC6FMF5IeHqkmt1ZdKWQsF6V3r7+br6z8SmL748d/gafyz6WjQYi0SpGhSGQGbLgywK9uP5poVFzQ58xr5NIPbGHejnVc/O+eO4lrTv4Abx9xZp/zlExZy6QjHgCEiGjYcgnRUE2aZ5c8rusg5VC4xnWdnBOeuTQfYpbu2Sw+VUVFkiTsUab8ua6LYRlompZUdFGSjURtmutKNLw7vtE0ACQJVVWy0ro74foo9xVq6Yhw9G/RP3aGIorcVwj0cX8cYfqjKqtcufDKxPYv1vxipMMb/rlTXEc43mS6EMp0IenhkWqyd4WSZsYqonbfW/fxqcc+ldi+dvGNvFR6KQ2t8LNvwLQ68XejBt663sfP71xMV5eowJ46vYVLrtjAtP3vctXfv5/oxbNp0XLWHX9Jn/Pkle5k+vG/T2y37DqTrpb5aZ7d8HBTWWyTAbjkWipnbglPO7Y4VuTsqk/rQ4rs+i3LQkIaNLpomib19fXs2LEDU1+JootFflvdiUQ6px6yfygU4t1332HDG2/w1ptv0tzcNOLxJYuqqKlLBR1DEqmP/VxzZFlOqUHGeFv0H7zQPtwH/tjXyupuiI7wbXzRYReRrwlX47+/9Xf2de4b7VCTItfs4jNdCGW6kPTwSDWeUBuAsYio/Wfrf7juoesSAuWyIz7Ehspr2N0JP/oOzBNlZFilsOVTGj//3WLa20SeyKTJnVz6gXVMDtVz7Z+/iW6KnJHtc07ghdM/Sm9XDi3QzKwlv0RWRHpGx4GjaKs7Oa1zGxG55L3hAg5IuVSjlmvCM/4Zz/IpKYpwaDSNkQkUx3WwLAtN1QZ9Lurr61EUhdlzpzJ3sWj74bpwYMuhTo+WabJjx3bKy8o5evHRzJg5g9q9tYRCIwyZJImsyDi2k3U2/XGhZvdz00CSpLSkPgJMQaSujqXzo6z0defUJDg6lv4YdmFNeGTHzdPyuHj+xQAYtsEdr94x2qEmRTa7jfZHpgshRVESfW49PCYCnlAbgHRH1J557xmuvP9KbFd8wZ9/2KXsmHID27olvvdDOPrN2DgKYMdnFX72h6NpahTpKRWVXXz4Y29SbjTysXu+TX53OwB1kxew4txP4/YSmLIaZvYpv0TziyK3cNs0GrdfQMauTnNECDg4uRUhzEHhmUs1d6qm4jgjs+tP2PEP4nxpW8IZs7yigrKpG1Bj0bT33jyMrmDVIfu3tbehqCpV1dXIskJRUTFlZWU0NTUOe3zDQZYVJFnGdbLrs9cTUTs0opmuGjXoFVEbY+fHgxtT93Z/HGn6I8Dlh1+OGksf/d3rv6Mz2jnygyWJF1EbW+Lf2bn0nHt4DEZurFLSQDoXcWtq13DJPy7BsEXjmDNmn8eBmZ9nc1ji67fAqbG2RI4Pdn1O5pZ7j2ZffQEAxSURrvv4m5Qqbdz4rx9Q1tYAQFP5VB696EvYam/3RocZJ/yWQHEtAGa4hP3vXAFuBqZ6uXHXx/EeSGqRc+QjlnPCE/EZz5UI4Ujt+uN2/Jqu4rgOhmH0+4MsMW3qNHTdoXTaWkBE0zavPg1V0w45bjgcJuDvW/cUCAQId48wXDIMhBDIrkXcQK6PICJqqUx9NPPBil0mpspjL9T6E55zNCiMfVWuC0PHCHVCRV4F58w+B4COaAd3v3H3aIaaFF5EbWzJhhYCHh6pJDdWkWkgXRG1N/a/wYV/v5BuU6ScnDztNELzvs7GiMRnfgvnPi32c1WovRl++fAidr1XBEB+gcFHbthEWX4nV9/zX0xp3AVAR0E5D1/8DaK+/D7nmnzkPyietEHMx/Kxb/NVONbYXZCHQ66JgITxRm7oADEfpJwRnq7r4jouspIb8wFhauAyDLt+F0zDQNVUZEkmEo6wa9eufn+6u7oAKJ68HkWLR9PmU1pwbL+Htm37EIt/WZHHREAp2bZwdt1EffHBro+QhoVzL4v+aieCgkOoRSfcMTbup7J0aM2dLPWYiljAqu6RH//qI65O/H7rK7di2ul1ZPQiamNLNrQQ8PBIJbmzSkkx6Yiovdv0Luf+7VzaoyJVcXHNCbDwv3k9InPd3+AD/xb7uRLs+xTc9vwRbHm3FAC/3+S6j22ivLSLS+//CbPfEwIs7CvgoUu+QVdBaZ9zlc18nqrDnhDHcyUOvHM5Zm+7rwwjLtRyxvUx57z5Rb+xXHl5HKE8c0Z4gljA6KqetF2/ZVu4rptIeczLy2P+/Pn9/hQWFsacHkXfNMeRaH3vaoqKivs9tiwfGtVybCep/myjRSziMneheTBSr++KgSJqqV6U9rbor0HUNzfuGhvnR0nufz7H9nJ/fHoU6Y8zSmawZOoSAOo76/nH5n+M/GBJ4EXUxp5MF5MeHqkkd1YpKSbVEbX3Wt9j+V+X0xJuAWBh5SLyjv4JayMylzwMH/9Tz74N18NvN81n4xuVAGiazYeuf4uamhDnP/4bjnzrBQBMRePhi75Ea9nkPucqqHybaYt7Dti0/XzCbbNSNpd0kjtCjZwRNRAzEsmhCeVi824QCxhZlrFMC9uyiUYNwpEw4XDsJxLGNE1s28a0zKTt+AEKJ61D0cSiPrjnRFT3sAH3DQQCRCJ90xzD4TCBQPrFQNxQJFtulsR7qEH/Qi2+cE6p82O/Fv1jk23RX0QNYKoKlbHpvxWFxlGYdx7cADuVz93B5JpoyIb5ZIOY9PBIFZ5QG4BURtTqO+pZ/tfl7A/tB2Bu2WFUHPtL1kQUznoWPt/LnKrpavhD3VzWvDQJAEVx+OCHNzNtegenrrqPk155UIxPknngjE+wv2Zun3P5CvYz86TbkWTxJdZWdyIdB45JyTzSSa6lCkIOiU7i9YO583WRa/NJIImFlmVZGKaBLEvomo7u84kfVcdxXKLRKLgknfrpymFKp8Zr0ySatl8x6P6lJSWYhklDwwEcx6azo4NgMEhFRfqj+vHPXSqagI8Fcq/oX3+pj/E6ynQZikwdY4v+gSJqUq/0Rxd4rmvk51hUtYgFFQsA2Ny4mad2PjXygw1BromGbJhPNozRwyNV5OBKJXWkwmigqauJ5X9dzu623QBMK57BtBPuYFVE48RX4Vs/ATl2sy94EfwtOoNnn54aO7/LFVe/w5x5rRy9fgVnP9VTGL3yzI+zY+qiPudS9E5mn/JzVF0k+He1zKH5vbNGPYcxIUvufidLzlnZ56DRS67NB0Q/NNM0kWUZWZbRNE3Y98uy+FEVNF1FQkKSJKLRaFKCJr9iLZpPmB/t3DSftasOsOGNN9jwxhsY0SgAb2/ezP59oneVqmkcNv8wWoOtbNq4id179jBt+jQKi4rSN/kYkiwL58cs+UrpLdQGcn1MdS+1SFnP7/GIWsMYR9T6q0s+NgXNr0Fcu6858prE9i0v3zLygw1BNkSghkM2zCfVBjseHpnM2FQPZyGp+BJoi7Rxzt/OYWvLVgBqCiYx/+Tf8UzEx5FvwQ++D2rs+7D9DPhX4WQeva8nRfHiy7ey8Mhm5m5dy8UP/jzx95eXXMU7h58Goa7E3WNJsph50h34CoT9dbSrkgNbLiVrtHjOpQpCLk3IdUHOKWt+N6fmA8JC3zRNdE1HUiSikWjCVr83pmEhKwo+XccwDaLRKD6fb8AUSEmJUj1H1MS6roTZeAPHHDvpkP2OOPLIPtv5+QUsOPzwFM1ueEiSSG8ljS1WUkUfoSb3f0lOdZ1ad+/UR6kb3DFseh372DmOc0iz+UoVpqlQa8FOE3YbMFPv5xhJcOq0U5lcOJl9nft4fvfzrN+3nuMmHzfKwR+KF90Ze3LpJqiHx1AMaxV/1llnsWjRIo455hiOOeYYFi9ezNKlS/nZz36Wli+qu+66i0984hMp22+4xL8MOjo6uOKKK+jo6KCrq4sbb7yRY445hssvv5ydO3cm9n9t/Wuc88lzuO+t+3hy+5Ocd88FbIoAlWdRWLaU9/n+D+fxABc8Dj/+FvjFjWj2LdB4eGYV/7xP1HzI2Hzt5L9znfp3jl/7MFf+/fvIsbveG446l9eOez/gUFyzjdJpr1BQ8Q5Tj/k/CivfBcAy8ti/+Spc25fy5ySd5FKqYNbczp+guG7uWPODuLFkmIaIoKmKsOvXNAzL6GPXb9s2jiPs+JFA13RkSdS0HYpF8eR1TD7yvkRtWuveU4iGDhVpmYYsyVnjJKsa0cTvxa37kS3jkH1S/V41C8COaaQj3HauoJaWnT6e//NU+jl9SomXFAx0M/T4XmWMdwbh9hZ4oB2MYS4xFFnp4wD5if98gs898TluW3ub+FykiFyL7qT7e/Hvf/878+fP589//vOojpMNz/mmTZv45Cc/CcC2bdu4+OKLOeaYY/jMZz5DONxTw3vXXXdxxx19G7T3Xnd6TGwkdxjv9rPOOoubb76Zyy+/PPG3rVu3cv3113PNNdfw+c9/Pi2DHA+2b99OSUkJlZWVfO1rX+P444/n6quv5u9//zuPPfYYf/jDH/j1r3/NgQMH+NWvfsUDbz/AR+79COFYI1gqToM5N4O/itNWwc2/hqqmQ8/zGqV8m0VYSIDEZTzIXb7PUhU9cMi+2+aexBPnf5biKeuZctRf0fNaD9nHcRTqN32YaOeUFD8j6cW2hLmB3+8feucswDRNXNdF10d4OzjDiEYNZEVGU3MjCB+OhNFVfdAmz9mEaVnYloXf5+8J5LoQjoZRFRVN08CFSDSCoihiO4btOBiRKL5AT1StfOazlExbhyT1XB5cF1p2nUHdxtTfFEs14XAYRZbRfZl9s+rUl+7juI1PIPd2fpRk1iy9kmcvuCnxt46ODvx+f8q+T2Y9CdNW943528C/mMbd8mzOuL6Wi7/6XkrO1R+1dbXU1NSgqYf24Ouw4fvNhz5GBq4sgpvKDv3fQEStKBffdzGG01eYKZLCl5d8mVvOGX1KZDgcZuvWrSxevHjUx8oEmpubCQaDHHbYwGZBo+HCCy/kxBNPZNWqVaxcuRJ1BNeULVu2UFVVRVnZMN4MY4xhGFx88cX85je/Yc6cOXzhC19g8uTJ3HzzzXziE5/g4osv5pprrqG+vp6bbrqJBx54AN9B31f3338/r732Grfckr7UXY/MZ9R5cfPnz+eEE07gnXfeAeC6667jm9/8JmeeeSZnnHEGoVCIvXv3ctNNN3HSSSdx5pln8qtf/Uo0UY3x6KOPctFFF3HMMcdwwQUX8MQTwlb+zjvv5LrrrgMgFArxpS99iZNOOolTTz2VG264IRHN6r0fwDPPPMPll1/Osccey3nnncef//znRMTvm9/8Jt/73ve46aabOOaYY1i+fDl//etfB5zftm3bePHFF7nssssAEl8qcX0ryzIPvvsgVz5wZV+RtvAH4KvktFUixbGyH5HmAiuoxor5nl/GgzzAB6jsR6S5wI45x1M8ZT0zT7odLXCoSANo33dc1ok0D48xJ8dSbW3LEt9Nveckga7qWJaF4zrCjh/3kIWRIstIsoRti+9IIdJepb/O2eWzXmDSEfelcSapIRuCpae+dB/Hb3i8jz0/gOQ6nLr6nyx/8q60nDcu0g5GBj5ILTc6O3n+j9P4zy9mp+X8Q/HCAD3UHOCfHXBXMPlj/Wnjnw4RaQC2a/PzNT/n609/fWSDPIhsiO4kSzojaq+88gotLS1885vfxHEcnnqqx+QlGAzy1a9+lRNOOIGTTjqJL33pS7S3i1ZGtbW13HTTTRx33HEsWbKEvXv3YlkWdXV1zJ8/n7q6usRxeq8HH3zwQS6//HI+/vGPc/zxx/Poo4/S0NDAF7/4Rc466yyOPvpoli9fzgMPPJB4/MHn+u///m8Mw+B73/seH//4x/vM54c//CFf/3r/76H777+fqVOnMmfOHKDv2tF13YSr+I9+9CO++tWvHiLSAC655BJeeOEFtm3bNuzn2iN3GJVQM02TV199lbVr13Lqqacm/r5mzRr+8Y9/8J///AdZlrn++uuZN28eq1at4t5772XNmjXceeedALz66qt8+9vf5mtf+xrr16/nW9/6Fl//+tfZsWNHn3P98Y9/JBQK8eKLL/L8889TWVnJL37xi0PGtHbtWr74xS/yiU98gnXr1nHrrbfypz/9qY8Ye/DBB7nuuut47bXXuPHGG/npT39KQ0PDIceSJIn77ruPs88+O3En8+KLL6aiooLly5ezceNGbv7czdz8+M291jSyiKQBsiNx869jx+rn+XOBT7ILGRcZm9v5AuAOuH5c+sq9TDnqb7Gx9XM8FwoqtiAuaR4eqSUL1r7DIxtW80nguI5wqe3HwVFRFWRZwTKFyYiu6v0uxBRFEZb2WJRMWwcc+vTEt6vmPYFoS5y5SGR2OppsWRy3UdyQPPjViG+f8tL9fdIgUzIfC6a91Pc8B5/3KupQcXjhz9PSlgY5kBiwnIGFWpz7O5JLgzQsg/vfuX/QfW595daUpkHmCun67Pztb3/jqquuwu/3c+211/LHP/4x8b8vfOELhEIhVq5cybPPPktHRwc/+MEPsCyLG264gcrKSlatWsVjjz1GZ2cnK1euTOqcb7/9Nu9///tZs2YN55xzDt/97nfRNI3HH3+cN954gw9/+MP8v//3/+jq6ur3XBs3buTOO+/kAx/4AK+88kpirWgYBo8//nifDLPe3HvvvVx00UWJ7c985jOsX7+e5cuXM2XKFC699FJeeOEFVFVl2bJl/R5D13WWL1/OP/6R3l6AHpnNsGPOP/jBD/jxj3+c2K6pqeFjH/sYH/7whxN/O/3006murgbgiSeewDAMvvzlLyNJEpMmTeILX/gCn//85/nKV77Cww8/zLnnnpt4o55++unce++9icfH8fv9bNmyhYcffphTTz2VH//4x/3a5z/44IMsX76cCy+8EIAjjjiCT37yk/ztb3/j+uuvB0hE5QCuuOIKvv/977N3794+54zf9Vi7di0f+9jHEi5Iuq5z2223JfZ7YfcL7O/a33OVK14E/ioAFr3Vf7pjHBmoJsoi2ihhE9OoG3BfCbBntaIPUu8tSaD5O/AV7SHcPmPgHTOQeD1JtlhqD0X8Qpcr84m/QrkzH8B1c2I+vddU/c1HVRWi0SiSLCEp0oBztm2Loslv9kl3PBhJAiSX8tlP0bTj/NEOPW3Ev68ztfH10W8+1Sfd8WDE0+xw3CsPsfaUD2BZFpqmjdqNb+orILkDp/tKiCbYl7CPfzvTWHXvJJZ9ZODr0khxHAfbtg+5hq/qBpfB05Ed4KF2mw8MYSD60LsPDfn5tl2bO1+9ky+e/MUkRj3AMWw7MZ9cwDAMQqFQyudTX1/P6tWr+c53voNt21xxxRX85je/Ye3atUyePJl169bxxBNPUBRzhv3Rj35EW1sbr7/+OvX19XzjG9/A7/fj9/uZOXNm0mUSmqZxySWXJN5r//M//0N+fj6aprFv3z7y8/OJRCK0t7dTV1dHfX093/72twkEAuTn5/PrX/8ax3GYPn06c+bM4bHHHuOGG27ghRdeoKCggJNOOumQczY3N7Njxw6OPfbYxN/mzJnDv/71r8R2NBrl1ltv5fe//z1//vOfeeSRRygqKuK//uu/mDu3p+3Sscce20fQekw8hi3Uvv/97w94ByFOVVVV4vf6+nqCwSAnnHBC4m+u62KaJi0tLTQ2NrJw4cI+jz/qqKMOOeaNN96Irus88MAD/PCHP2TatGl85Stf4dxzz+2zX0tLC4cf5DQ2depU6uvrE9uVlZWJ3+O1Gv2ZodTX11NfX08oFGLjxo39zvWBVx/o+we9p0FNeUu/DzmEcgyq2D/kfkb5kLsA4EqtRMLVQ++YgUTCkfEeQkqxrMyOPAwH27Yxx3sQKSQajQ69UxYx1GfHddwh95G1foqD+ttP30dXaBSNrsaITB1jfvO+pPYr2L87kf4Vb1o+Gmbsz4MhhBDA5Jhl/94tTp9rZyppbGw85G97lRJQhm7hsKWlgx39PL7PPvVbkhrHq9tfZaN/Y1L7DsZAa4RsJdXzue+++zBNk4svvjjxN9M0ue2227j00ksBaGpqoq2trc/jXnvtNQoKCti6dWufvxcWFiZ13srKyj43BGpra7nlllvYvXs3M2fOZMYMcVPbcRyampooLS0lEOhxtJk6dWri98svv5yHH36YG264gQcffJDLLrus3+jwvlibkoMDDr35/e9/z8UXX0woFOJ///d/WblyJc8//zzf/va3+wi66upqDhw4tBzGY+KQFmeA3m/cmpoapk+fzooVKxJ/C4VCtLS0UFZWxqRJkxJv6jh//OMfDynM3bp1K2eddRbXX389nZ2d3HvvvXzpS19i7dq1ffabMmUKe/fu7fO32traPuIs2TlMmTIFRVGYOXNmv4XCpmny1m1vQe+e00aPOmtJUli1oGMztJOanqTwk9xS/IHsMuVwbAfLstB9uWG+YVs2ruuiarlhvmEaojdXrphvRCNRdF1HyhGL/kg4MuBn3jTEzQLHsdE0rd8USduycRwXx0yuIbVjTCa/IH/kA04z8RroTDXz6aqYDFuH3i80aSbFxcV0dXXh8/lGZLzQG3sSsHHo/fYhFqrTF8hMmZL6muf9+/dTWVl5yHymd8OmJLT1gvIi5g7Rk2+BsYAXGl4Y8lgnzTtpVEYgkUiEbdu29XuDORsJBoMEg8E+UZ3REo1GWb16Nf/zP//DkiVLEn/fvn07N910E1/5ylcAIapmzpwJwI4dO3jiiSdYunQpd911F/Pnz08IqA0bNvDGG28kolmm2XMLsbW1b/1+7/WoaZp86lOf4stf/jLXXnstkiSxefNm/vOf/wBivdra2ko4HE6c6/XXX2fz5s1cf/31XHLJJdx6661s2LCBl19+me9973v9zjcuDAdyQ9+zZw8vvPAC//znP3n66aeZPn06BQUFHHnkkYfUo/UXefaYWKT91T/zzDPp6uriD3/4A4Zh0NHRwTe+8Q2+9KUvIUkSl112GU8//TQvvfQSjuOwevVq7rzzzkPultx///18/etfp6WlhYKCAgoKCsjLyzvkQnzFFVfw3HPP8eSTT2LbNu+88w533303V1xxxYjGP2XKFJqbm0XT2IN+/vrXv3L1SVcztWhqj7V8+1sQaQTX4a1F0Fg5cMWYAzTg4y1KWM1p1DIVZ4BKIBdQdpVidJcN6PzuumBGioh2zECW5Kz6iT9/4z2OVP3EGe9xpG4+EkjSuI/De30G+JFlHNs55O+u7Sbs+DVNw7RMJA59HW3bRlZkOvYdj+tKg37HuI5Ey3vnIctKxv4kXtsMGEt/P28ddR6OJA3YQMBFuD+uX3JZwnRAkqR+r0PD+dm/RMGV+rOJ6TmvDTzCZCTZ5fRr96PISsp/XNcVN34O+vvpecqQtbAycFnx0HO97PDL+nzW+0ORFD530udG9ZzGF9GjfW0y5UeW5ZS813r/PPHEE0iSxCWXXMKUKVMSP2eccQaHHXYY//nPfzj11FP55S9/SVdXF+FwmFtvvZW6ujoWL17MzJkz+cUvfoFhGLS2tlJbW0soFKK8vJzi4mIef/xxXNfl7bff7hMUOBjTNIlEIvj9fiRJYt++ffz85z9P/O+oo45i5syZ/OxnPyMcDtPc3MxPfvITgkHhYFNeXs6yZcv44Q9/yPHHH8/kyZP7PU/87/15H4BIv/zWt76FpmnMmDGDXbt2EQwG2bBhA9OnT++zb2Nj44Dn8ZgYpF2oFRQU8Oc//5lXX32V008/nbPPPhtZlvnd734HwHHHHcfPfvYzfvazn3H88cdzyy23cOuttzJv3rw+x/nyl7/MjBkzeN/73sexxx7Lgw8+yG9/+9tDnHKOPvpobr/9du6++26OP/54br75Zq655hpuuukmRsKpp57K+vXrD/n7/v37eeKJJ/jUJz/F7eff3us/Duz8NSDhyA6/vlnk/fcn1iTgN8zFQcJB4QvchsTAF9EXT/0I9W8KN6OBFlLt+44ja5pce3iMF4N90LIQRVVFmm3vObnCUEFVVWRJRlVUJKRD0nFtx8F1XBRFBlTaak8UDx/g+WncfiFpSsZIGRnsIwKAo6qsXyzqqA8eanx7zdIrcdQURwRVqF3a9zwHn/dfTMVC5ozra0n16YdCleGMIfpuX1kEehKXOF3VuXLhlYPu8+UlX0ZPwSRzrSdjqrn33nt5//vf36ctSJyrr76aRx55hFtuuYWCggIuuOACli9fTllZGT/4wQ/QNI277rqLhoYGzjjjDC655BIKCws577zz0HWd//f//h9PPvkkxx57LD/96U+56qqrBhxHXl4eP/7xj/nNb37DMcccw0c+8hFOPfVUKioq2LZtW7/nOuGEE/q0nrr88st55513Br35X1ZWxsKFC/tdO65cuZKysrJEOdARRxzB1Vdfzfnnn8/dd9/ND3/4wz77r1+/nqVLlw75HHvkLsPqozaR2LFjB8XFxbS0tPDRj36UF198cdDi1QfffZAvrPgCdR2xwusk+qi1oXINS4j0qhn41sLf8426/6K4o+/Onfml/PH623BlheLJrw3YRy3SWU3dho+RbWItF/uoOY6LL0dSOaNRA1mW+r3QZiORSARVVUedSpYpuK5LJBJB07TEnEzLwrJMAr5AwuzItm0Mw8Dnj/VMcyFqRJEkqU92Qn991AAinVVsefrWMZvXSAl3d6NqKpqW2Z+//vuoSaxZelX6+6i9BL1f3rHqo+biUltby+TJk1GV/j9/f2qFNw8yYxxJHzWAO1+9kwe3PNjnb6nso9bd3c22bdtyqo9aa2vrITfLM4nx7KO2ZcsWrrvuOl566aV+LfXj3HPPPbzwwgv84Q9/GPG5wuEwZ5xxBvfcc09Gvx4e6SU3VilpwnVdFixYwGmnncaDDz7ItddeO+C+lx9+OZfMv4TVe1ezv3M/926+l8devQaKF9E471Q+953JTHJPpbwZrn0Q5rwLJVj8/Jj1bDqxgD/9YQG2LXPL1hvp+vwijulcR2F7M6c//1cqm2sp7GrlqLeeZdPR59K+7wRa6xajFmyiqDSKZRQx5ah7CBTX4y9soHjyetr3nTDgWDMVN5dCHFKOhWxyDEmSM9q+fbhIkoSu6RimgYRwd7RME13T+/iwi9QmBdOw8Olif8d18Ol9Fxwtu5fTsnsZxZPfQA+0UFD1Nopm4C9sJFC6k3DrnDGe4fBwXKcnHT2DeXnpNbxy8pVc+NSdzH1P3H1/9NIvsfGE9/fZL9Xv1V0XwIGj4cRY+5h3KeDzHEvh5Ci3PPFiWiNp8bqdwaJQC3w9Qu1oHyzNg4sLk4ukHcyZs85MCLWFFQu58bgb+czxn0lJJA3Ea+NF1MaesX7OQ6EQ+/bt47bbbuPyyy8fVKQBXHXVVfzlL39hx44dI673e/DBBznjjDM8kTbBya6wyxjS+0vgO9/5Dvfff3/CfWsgFFnhjJlncM2ia/jjxX+k2FcI7ZvYuu23fGxamJbj4bmz4fvfBjsWmDjizW6WzmrkvAtqAbBtmadWHMae2YvZfMzZPHLlNxPHX/Lqv/GHO2NbMu0HDiNYezKhpkXUbrghsV/5zBdR9E6yihzTNeLdkzsTkqTsuYAngyxndp+tkaCoCpqmYZgGRtQY0PxF01Uc2yYSjWA7Nj6fb4BaHpX2fSfStPMCWnaflfjrpIUP9LNvZuG6IGVJAb6jqmw+4szEdlnroXUt8ZquVOL2Sl7YRx4WMgXlZvrTHWMfu8Hm09qrVuCaYvhA8chEGsDO4M7E75898bN88eQvpkykgRCentnD2DIe390HDhzg6quvpr29nc985jND7q/reqKsZyS0t7fzwAMP8K1vfWtEj/fIHbxvl0GIfxmUlpby0EMPUVxcnPRjK/Mr+e8z/jux/eiBh/hMmThe/VR48Grxd8mGyr/BBe/bQ3GxsAvf+m4FO3eUin2nLWTjMaIFgT/axcmvijuDB98t7g4eRsuuMwCQVYOK2c8Mb7LjTQ7dkYTMb7g7XCRpYIOJbCXX5gOgqsI0xHFEE2zTNLFtGzvW58m2bEzDwkX0iRxYpPWl48DRmBHx/VdU/Rb55UlYFo4TruPgOk5WfaW0ldQkfi9t6WuHH38tUx1BcHrl0+iInlm2mf4nzXHFXAaLeLb1auFVNcq8n52tPULtqOrUOzPatp0wfMkFsmE+4xHFnDt3Lhs2bOC+++5Lei147LHHcvfdd4/ofMXFxTz00EOUlJSM6PEeuYMn1AZAluUBrVWT5bMnfJb55fMBeKfpHboOPMuJsbuYf7wWOmItNvLehvK3HS6/qqcmYMVjc7Ft8UX07Hk3YmjigUdtfoby5tr+e3e8fTVWtACAwqp3CZSmp8YgHSQiNjm0eM6lVE4h1LK/OXScXJtPAlcstFRVRdd0HMeNRdiiGIaBYYlaQ5/fD5Joi5HccRWCe05LbNZkcFQt/rlLRoBmCh2FFTix8ZYdJNTiN3xSHbXpI9Rk8T5wrPQvfl1n6OhgaxYJtVyLqGXDfLJhjB4eqcJ7pw+AoijYtj30joOgKRq3nX9bYvv363/PDUXCOiQSgNs+3bNvxb2w5NgGZs7qAKCpMZ/160RvtVBRBavP/BAAsuuybPXfAJHa0zsqYBuF1L/VU0dXNXcFkpxdLYpzRtzkXCqnlDuvDfHPTm7dGAAh0hzHQdVUFFXB59MJ+AMEArEffwBN01BkGU3VhOlNkoK1s+FIjG4R6S+sfJeCyrfTOZUR49iO6BWXRSE1R1HpLBSNN8ta6vuEe+OL0lRHENxeQRM95ktsW+lfEsQjaoMRT33MkyB/FENyXIf3WsUNy5klMynyDd1Me7hkQwRqOGTDfDyh5jGR8N7pA5CKiBrA+XPP54K5FwDQ3N3My9vu47LYteL502GLcMJGC0L5E/DBD+1IPPb5Z2bR3S1uJ75y6lW0logQ3PS6d5i96w2x00H5W617TyPUtEAcM9BG6bRXRj2HsUBKVHXlyMo5ixaJSSFLosdEjrw8siSaSTkDdjnMPlzXxbAM0dQ6iWiSqqhIkoRtJXtDSia45/TE1qSF95OJbwixiMvshWZ/tBWL73d/tJu8rp566HTUpwE4vZ4iNWb/aGdARM11oT32lhxtNG1/534iVgSAo6uPHt3BBsBxnIwXNsMhG0RQNohJD49UkdmfxnEkFRG1OL8671eosrji/GPzPzhPbaAo1kP4Rzf3pKCUPgkLCjo4ackBAMJhjReenQmAremsvLCngPX01fegOmY/dVAStRs/huuIl7Z02itogZaUzCOdZIND23DItVROoWvcnBE2kiQhyVLyqX9ZgGVZSEgDWp4fggSarmOZVtJRtVDTQqJdFQDkl++gsPrNkQ43bdhZunDuXadWFuxJf0zXwrn/iNrY1agNRMiFeKe/qlG+jL3THtMl1GzbznhhMxwyXQS5rpsVYtLDI1V47/QBSFVEDWB+xXw+f6JomGjYBn9/4y5uKBH/q5sGj8eNRSyo+DtcceVOdF2IxNfWTqGxQXQA3XLEaeyatRiAko4mTnz7uX4jUNHOKTRuf584pmxTOXcFGa8YpNw0rMgVYSMj55yYluXcseh3XAfLskSfu2G8TErMGdI0rKF3BkAiuLt3VO1fZNp3i23bKFm4iItH1KBvnVrajBOknqiaxtjVqA21yE6XkcjRNV5ELRkyXQTF12W59Jx7eAxG5n4ax5lURtQA/mvZf1GRJ+5Ev7DnBaZ2bWJWzKL/tx+CUJX4Pf8tmLrb5MKL9gDguhIrHpsrBIwkseKimxNF50s3PkF+V1u/5zuw5dLEne+80j0UVL6TsrmklRxZOOecsJEAWaQt5QqpvBkz3limhSwrI1q8qJqK49hJp0B2tcwnEhKiIq90D8WTXx/2OdOF49jC8VHOvs9eW0n/Qi2dC+d4NkdcqNlm+pcEQkgP/D7tbSRSPVqhFkyvkQh4EbWxJv6dnUvPuYfHYHjv9AFI9SKuxF/Cj876UWL7d6//ms+UiitSJAC/7tWWo+LvcO5ZtZSVi9z693aWsW2LKDRvnDSHN04Q0TLdinLaq//u93yu7aN+00d7jjnnaWQ1nLL5pIVcMuDIQWGTcy0H4p/xLJ+SbdvYto2mj2xVK0syqqpiWmaSz4VEcPeyxFbN4f+GDIkcx41EsrlGDfpa9KerRg160h81xq5GzbEHj0C19XorVaYoolagFzC7dPboDjYAXkRtbLFtG0mSMnqMHh6pxHunD0CqI2oANxxzQ+Ku3o7gDhrqVrA0IP731Onw3vHid60Fqp92ueqDPXcDn3p8DlbsIvr82R8n7Bc2/Iu2vUx1Q89+vek4cAxt9eKgqt5N+cwXUjqfVJNTEShyUNhIuZMqCKDEItO2k9rP+ZjigmmaqKo6Kjt6VVVxcbHs5FIgu4NziHRMBiBQXEfJ1FdHfO5UYtlW8jV6GUZHUSVu7Dvw4IhaunpGjUfq41ARmz4RtVHony6jiwMhUe99ZNWRaWvX4EXUxpZMF5IeHqnGe7cPQDrSohRZ4Y7z70hs3/3G3Xy0sAsVQIL/ubnnwlnyOJw0vYl589sACAbzeHXNVAC6C0p4cXlPtGzZqr8NmDJY/+Z12JYPgKJJG/AV7kvpnFKJJMm54/pI7gmbhEFKriCJGzLZnP5o2Rau66Koo1tYSZKErurDsOuXaDk4qiaNs+B1XSxL9JDLRmxVp7OgDOgRauk2TkikPrpjF1GzncGFQO8atdFE1OK2/JA+IxEQJj7Z+p7rj0wXQpkuJD08Uk3mfhrHmXRE1ACWzVzGlQuvBKA92s7Tb/+Vq2JN7nfNgOdixiKyBZX3wgev3YEUs05+8bkZhDpFYdtrJ19KY7kQbpMP7GD+tv5t+M1wOQfeuQIQC+3KeU+SKWlKB5NrQiDnHPpzqKYrjiIrSUeRMg3HdTBNM2k7/qFQFAVZVrDM5J6PcNtMwm3TAPAXHqB02sujHsNoiH9fZ/MiLp7+mBfuxN/dgeM4aV04uzF9ocbEuWPLaS8Ttm1b9LkbgNYUCbWxcHwEEp/BXCHThVCmC0kPj1TjvdsHIJ2L0lvOuQW/6gfg3+/+m2VSHaWxV+LWD0G4UvyevwkWtIZYumw/AIah8uxKkWfvKCqPnvepxDFPe/k+VDPS7/madp7Xs6AqaMio4v/eCNfHXBJqEk4u1ajlYJNoSRH94ZK1p88kbEvUaqQs1U8SxiK2ZWMn9d13cFTtQWFdO04kFphZfIekvbehSHAfti0ihGmLqB1UowbpTX90cYdOfYy99Upk0EcxlLFwfHRdN6eEWjZY32e6kPTwSDWZ+2kcZxRFSXxppZqZJTP56pKvAmC7Nn9a/xs+WSr+F86Du3sZi1TeA5df9B6BgFgAbVhfw756UZ+2fc5xvDPnBAAKulo5fv1j/Z/QVajdcAOuK6565TNXoeidKZ/XqMkxe35RV5I7E1IkGVyws1DUDIQsyciKMoymz5nBSO34hyJu12+ZVlJv3UjHdLqDswDw5TdTPmNV6gYzTEQKWnYv4A52fkz3ojQh1FwXxsBQZKiop+1CZ+zrZbSOjzuCOxK/L6paNLqDDYBt27iumzNCLRus7zNdSHp4pBrv3T4A8S+CdEXVvrn0m0wuFMX4a+vWUtK+jsN08b+HlkHdceJ3rRmmvWTx/kt3xx4p8eSj83BdMcZHln8MO9ZM+/g3Hqeoo6nf83W3zqVl9xkAyKpBxZyn0zKv0SAj4eaQCJCQsjJSMyASSLKEm2vpj4qcljTndGIaFooyMjv+oUjY9Sf5nLTs6YmqVR/+EJJspHxMQ2Hbdk647x3cSy3d9U9Or0OrYyTUFEUZ0DiqvZcJ62h6qDmuw67WXQDMKplFoa9w5AcbBNM0kWU56993cSxL3BDO5Pl4ETWPiYYn1AYgLtTStYDL1/O55exbEtu/fe3XfKY0ljYkwY96GYuUPg7nHlVHVXU3ALV7i3n7rUpkWaapdDKvnnI5AKptsvTl+wY85/7NV2NFxQWrsHILeaX9u0WOG7lWo6ZIuI6bU3PKxTo1WREpncml+40/QpTYqFp6FvCyJKNpGoZlJPXejXZOpqtlLgB6oHVc3GUt00RR1ay05e9NW3FN4vfSWEQtndEDt9dbKNFLzUrf+eIOpQPRp9n1KF7KfZ37iNpRABbXLB75gYYgl9IeoWc+6XIZTQW5cEPGw2M4eEJtAOJ9OtK5KL120bWcPPVkAGo7atm+62GW54n/bZkJa+PGIiZU/1MYi8RZ+eQcbEvFcRxePPPDdOUJR5LDdqxjSv27/Z7PNguof/NDie3KuU8hyWbqJzZCJFnKqRooGVnUqXlCLaORJXFH3LaywFQkRXb8Q6EqKhJS4g77UPSuVate8AiSEk3X0A7BdRxMy0LPgQVze3Fl4vey5rq0L0qdfoVa+hbplmWhqQO/Tr2NREYTURuLRteQu0Itk8m1dggeHkPhvdsHQdM0TDN9QkaSpD52/X/e+Gc+mN+RKKD+ybUQqRC/F2yEkwhy5KIWADra/ax5aQau6xLW83j2vBsTx1m26m9IAyymW2tPpbPpcAC0QBul09akfmIjJJ4O42SoK+WwkWJ1ap6hSMYTd3nN9FRVy7ZwcdNvBy6BpmpYlpXUc2J0VRNqWgCA5m+nYvYz6R1fLyzbQpIyO10rWSzNTyivBICyln1pNRKBvkJNj32oHTN9Qs00zUEjwb2bXY9KqHmOjyMiG+YzVFTWwyPX8ITaIKRbqAGcMOUEPnq06InWZXbx6Jv/x7Uxu/5QPvz9sz37Vt4DV39gB7IsrmZrVs+gK5SP67psPO589k8S6UdVzXs54p0XBzijRN2Gj+HE8ipLp72CFmhOy9yGiyRJwvkxl4SNJGf84n84xA1FckZMx1AUBUmSMtpUJG7Hr6v6mKQmKerw7PqDe05LmAFVH/YoshpO4+hiuC6mYaLrela7PfYmbihS0N1GnpXeyKTbS9vmakQtXY6PkB3CZjhkw3xMM/Z59/CYIHhCbRDGQqgB/GT5TyjQhZPjY9sf4wT7PSpjF9B7lkFD3FikCQ7fFOass0UzVMtSeOnFI3AcB1dWWHHR5xLHPOWVf+GLdvV7vmhoMo3bLgJAkh0q560gU0IkkiRlylBSgiznVsuBuKGIY+eWUANQVVX0VMvQl8u27DE3LtD05O36je5KQo1HAKD6QlTOWZnu4cWioG5ORNPitJX01KlVtjek9Vx9zUTSW6Pm4gpzlMEiaimqUdvRKsoECvQCZpbMHPmBhiAbhM1wyIb5ZMMYPTxSiSfUBmGshNqkwkl857TvAOKu+d2v3clNpbHVogS3fK7nzmfpo3DZ0t0UFAhnta3vTmXvHhGC2zvrKDYvOhOAvEgnJ657eMBzNmy5hGiXqIfIK9lLQdXbaZjZ8JEkGTdTV8ojQPRSyy1Rk4t1akCiH1kmNsB2XAfLtFBTbMc/FLIko2oqpmEkJWBFVE0MsHLe4yha/zeLUoLrEo1G0TUt601EetPey/kx7UKt19Omp9n10bIs3CFEdTD2taICZSN8SUNGiMauRkDY8qezltMwjJyK7mSDCMqGMXp4pBJPqA3CWAk1gC+e/EVmlYh+RBsbNqI0r+ZIn/jfGzNgw1Xid9mE6Q/bXHrFrsRjn16xgPi6+ekLPoWpigvH4k0rKW3d1+/5XEenbuP1ie3K2U+PTarSEEhS+loijAe51sQbcleoIYGu6pimmXHpqqZhoagKyjgU0Suq6CmZjIA1I2V0NoieVareTeXcJ9M2LlE/56bN/XK86G3RX9m6P63nGkszkXjfv8GEUzyiVq6APMJhvNf6XuL3dDo+AkSjUXw+X1rPMZYYhpHRIshxHGzbzugxenikGk+oDcJYCjW/6ueX5/4ysX3X+t9xU4mZuHn+ow+BUSZ+L3gDzivfz5SpIQAa9hezaYNIl+koqWbN6R8EQHFtTl/99wHP2dlwNG11omG2oofHxVb7YIRZxXiPInXEnSwzbeE/GmRFCLVcmlOcTKxVs6302vEPRdyu37TMpG46BPcsxXXEpaVy7goUvTP1g3JdokYUXddzKpoGfZtelwf7v9GWKvqz50+XmchQJhBRF8Kxt1c2OD5aloVlWTkl1DK9/iu+HvPMRDwmEp5QG4SxFGoAly64lDNnitTFA6EDbNzxLy4QpWsE8+Hhm3v2rboHrr16e2L7madmE4mIBcvLp3+Q9iJhFzlrzyZm7t404Dnr37wO2xIXmqJJG/AV1qdySsNGRsJxM2eRPFpkSRZizc4d9SlLsoiq5WCdGpL43Cfrdph2XDAsA3WISES6GY5dvxUtoeOAMHBQtAhV8x5P+XhMS3wvazm4YGsvrkr8XtqS3u9jp18zkfS8z4ZKE+xdn1adBY6P0WgUVVVzRjRkQ7QqG/q8eXikGk+oDcJYCzVJkrj9/NsTC7J73ryHy/wtBGLfSXedAcHF4ne9EU7a087RxxwAoCuks/qFGQCYeoBnLrgpcdzTV9+DPEDakhkp48DbV8bOD1XznoRxdPSLN4nOoTI1ZEnJjEV/ChF29rk1pziKMjy3w3SSECTKOC8Ghylgg3uXJpxlK+c+heprS9lQXMchGhWLfikH+ylFVB9d/kIAytIs1Pq6Pqa3Rs00TXQtOaGWqojaoupFIz/QEEQiEfx+f9qOP9bEb8JksvD06tM8JiK5d5VLIZqmJe4yjRWLqhdx03FCZEWsCPdv+F8+UiL+50pwxxfAjb1qpf+BD56zFVUV41v78lRaWgIAbD7qLPZOFw5sZW37OfqtgfsaNb13Dt1t0wHwFTRSPOX1NMwsOWRkJKScsn+XZQknh1oOgKhbcrKg79hIUbWY2+EYfvYPxnEdLMtCV/UxNRAZiLiANY2hBaxtFNKx71gAZMWkev6jKRuHYRjIkjSozXs2Y9s2rUXC6KmoswXNSF/t8FjVqNmOPWRaXWvvHmojzGa1HZv32kSN2uzS2Qk35XQQiURyKu0xXp+WydEqT6h5TEQ8oTYI8XqVsYyqAfzwzB9S4i8BYOV7K1kY3cKk2AX1xZmwJW4sYsDCZ2yWLtsGgG3LrHxijvinJLHi/Z/Dja3wTn713wTCHf2f0FWo2/DxhFtb+cwXUfQB9k03EiCTW6mCsozj5E46J4j0x1x7nXqjyMLt0DCNcTODsUwLWVZQ1MypwdJ0FcdJTsC21i7BscUXV/msZ9ECLaM+v21ZmJaFP+DPmb5pB2NZNm3FPRb9pcH0GYr0K9TM1C8LTNNEUZRBHR9TEVHb17kPwxaOyIurF4/sIEkSjUZzKqKWDSIoG8bo4ZFqPKE2CJIkjXn6I0B5Xjk/OOMHie3fvXY7nyntud34ow+DGTMWKXpD5uKp2ykqFo1Rt75bwc7tpQDsnzKfjcedD4DPCLPklQcGPGd361xadon6OFkxqZzzdErnNBxyLVUwFw1FQNQt2TkmQHujqVrSdVmpxnYcbMtG0zMrDUmWZFRVFd+JQ+hX2yygvV6YFcmKRfX8R0Z1btdxiEQjOWfH3xs3lsHRXtoj1NKZ/jhW9vzJ2Ninotl1n/q0NDa6htyLqEWj0Yw2EgFPqHlMTDyhNgTjIdQAPn38p1lQsQCALc1b6D7wLMfGbt7V58PTvYxFFjyRx+WXbE1sr3h8LrYtLrbPnvsJonoeAIvefp7Kpj0DnnP/21djRkRtREHlVvJKd6RySkmTa02ic9FQBESk0LbtnKon7IMEmq5jmdbYpkC6YJkmqqaOq4HIQKiqKpoXJ2HX31p3Eo4lFn9lM19Ez2sc8XkNw0BCyvjF5GiwbRtJgo6SsRFq/bk+2mlwfRyqPg0OEmoj1OFj5fjoxnr45VJELRvm4wk1j4lI5q0CMozxEmqaonHbebcltv93/e/5RFEk8YLdsQzaYzcMA00q53Q0MHOWSFdsasxn/bpJAHQVlrHqrA8DIOGybNXfGMj/3jbz2ffWhxPblfOeQpLHfu452Xssx6KEAEosqpHLUbXeKZBj9frZto3jOBmV8tgbSZKS7jfnWHm01Z8IgCzbVC94eETnnAgpjyCarSuK0seif6wiamrcnn+8Imqxt5JfgoIRrkzGyvHRNE0cx8mpiFo2mKN4Qs1jIuIJtSEYL6EGcN7c87josIsAaAm3sGbL37lYBLyIyvDHL/cYi1Q/ofLR929LPPa5Z2bR3S1ul756yhUEyyYDMHXfFubufG3Ac7bWnkJn40IANH87pdNfTvW0hkSSpJxrqJyLhiJIIMtKzr1WBxNPgTQNK+3RQ9d1MSxjyMbA481w+s211Z2YaAFSNv0lfAXDq7lyHJtwJILPl3s90/rguliWjaqofWvU0inU+kTU4qmPqX3f2XbMSMQ3sFBzXWiPvZWqlJFr8R1BkQVSqBcys2TmyA6SBJFIJNbDL3M/o8MlG5p3e0LNYyKSO98yaULTNAzDGLfz33rurWiy+GL659v/5EKtIXG38T/TYZdw1kcxJI57JcTJpwi7/khY44VnZgJgqzpPve8ziWOe9tK9KNZAc5Ko23h9wgSgdOpatEBzyuc1GLlY0yUrijAUyTGtpiqKSIHLsXn1QQLdp+O4dsIuP11YloWEhDredvxD0SstdMiomu2nrfZk8TDZoXrBg0mfxnFsIuEIqqqgDZE6l+3E02sVRSHqzyfsywfGLvVRT5PrY7wxuTKIyO5yIf7JGml9Wme0k6buJkC4J6fTvTAcDhMIBNJ2/LEmLqYzOaLmui6WZXlCzWPC4Qm1IfD5fOMq1OaVz+MLJ30BANMxueeN3/Kxkp7///yjYJaIVXLha/DRo3eg6+KC/9qrU2hsEPVp2xacws45xwFQ3NnMsRueHPCc0dBkGreJSJ4kO7HeamO3Es/Fmi4lFh3JtTRBWZHBzb15HYwsyei6D8uykooijYS4Hb+maRlhxz8UiiyjqMnZ9bfVn4BtioVt6bS1+Itqhz6B6xKNGkiShN+XuQvIVGFaJqqqJHrDtReL9Mfi9iYUMz3XoP4bXqf2zRePPg1GKppdv9f6XuL3dDs+dnd3k5eXl9ZzjCXRaBRFUTK6h1o0Gk0YvHl4TCQ8oTYEfr+fSCQyrjVT3z39u1Tmib46q/asYkbXRqbHvqu2BODlz/Xc0Z79sMVFF+4GwHUlVjw2V5SkSRJPXfRZnJhgOPH1R8gPBQc8Z8PWi4mGqgAIlNRSWLU59RMbhJyr6crRNEFJkmLNr3NbqIEQJrqmY5gGdhpeR9OI2fEPYmGeaahazK5/CPHqOjqte08BQJJcag4fOqpmGAaOY+Pz+3K6Lg1E5NCy7D694dpihiISLqWt6bHod/vUqKXH9TEZk4reQq0yCxwfc02oZUN9WtxlM5P7vHl4pANPqA2Bz+fDtse38W2xv5ifLP9JYvu3r93JZ0p6xnPbWTIt84U9v74frlLrKK8QTVLf21nG1i3lADRVz+K1ky8BQLMMlq7554DndB2duo3XJ7Yr5jyDrKav8erB5GJNVy7OCUBRVWGAkUvCegAUVdx1NqLRlM5XGIhknh3/UMTt+g3LGDLo3r7/WCxDpPOVTHmNQPHuAfc1TQPDNPH7A7ldlxbDtm3k2E2POG3F6TcUcfpJfXRS2EctnlI3VO1T72bX1SN1fGwdG8dH27aJRCI5J9QyvT4tG1wpPTzSgSfUhkBRFDRNIxKJjOs4rl98PcfUHAOIFI/G+idYEkuRb0fivi9ZuJJYKVU+6nLdRdsTj135+Bys2F3SF5ZfT3dAOJIcvvVlJu3fzkB0Nh5Fa91JAChamPJZz6d8XgMhSzKOm1tRmlytU1NkWRjA2Lkv1ECYiyiKQjRVYs0VRfKqmpl2/EMRT5cyh7Drdx2N1r2nJrZrFvbf19E0DaJRg4Dfn1XRxdFgGiaqpvWJHI6F82O/Da9TGFFLpj4NUhRRi1nzS0gsqlo0soMkQTgcRlXVnGoTkQ0iKBvEpIdHOsi+VcE44PP5xl2oKbLC7effntj+wxt/4PrCLuLXtIfn57HnUrFQkqNw1rtB5s1vAyAYzOPVNVMBiOQV8cLZH0scZ9mqv8Igi836Nz+MbYov8OJJG/EX1aVwVgMjKRKuk1uGIrlapwZisW5ZOW4qEkcCXROLz1SINcu2cF03o+tDBiNu128lYdffvn9xoldj8aSNh/RqjIs0v8+HkqXPx3CJt2NQD2rH0D4WEbU016glu7huHWWNmu3Y7GrbBcCcsjnk6/nDP0iSdHV1kZ+fvuOPB9kggrJBTHp4pANPqCWB3+8nGo2O9zA4bcZpXH3E1QB0RDt4+u0/c0WR+J+NxK8/5mAVi+3CV+GmJVuQYlG2F5+bQWenuAP4+okX01g1E4Caxl0cvmVgC34rUsr+d65MbFfOexKk9AuNXDQUydU6NRCmIq7r5qQI7ZcUiTXHdRKW09lce6GoCrKsYJlDGIu4Kq17lyY2e0fVeos0dQIZBpimIZqbHxR16h1RS5dFv9uvPX8KI2pJWr73Tn2sHEEQtb6zHsMWhivp7J8GuVefli3Nu7Ohjs7DIx14Qi0J4oYimcAt59yCXxVfVg+9+xBnyLUUx17F9YU+Nn2+Z98jVkY4/bR9ABiGyrMrZwHgKgorLro5sd+pa/6JZgxcf9b83tl0t84AwJffRMnk11M5pQHJOUMRQFHknDTekCUZRVGw0uSImJH0FmuR6IheV9uykaQssONPAk1XsS17SKOVjoajMMMlABRVbya//F2MaDSR7jiRRFrCRKSf1gNhfyFRXeS3j21ELTXLAtMysSxrWBG1Ihl8Izj9WDW6htwTapZlYdt2RkfUkq119PDIRTyhlgQ+ny8jImoA04un841TvwGA7dr86fVfc2Npz/9/dTZ0HSF+9+2DT5TvJBAQd7k3rq9hX30BALvmHse7h4t6kYLuNk54/T8Dn9RVqN34cVxX3Gktm7kK1deR4pkdSi6ab8iKjOM4OSdAIeYAOEFMRRLExJqqqhiGIdI/k8RxHSwze+z4h0KWhF2/ZZqDp8C6CsE9pyU2qw//J4ZpEAgEJky6YxzLtA4xEUkgSbQVC+fdkrYG5DT08OuvRs0xU/NmDIfD+Hy+IevTHBc6Y18ZI+2hFq9Pg/Q6PuaqkYimaRldD5oN7QM8PNKFJ9SSIBMs+nvz9VO/zpTCKQCsq19Hadta5mhibPUOPPl1iGkqJj/pcPV58YuYxJOPziM+jacv/DRW7E7+cRuepKi9ccBzhlvn0PzecgBkxaRizsrUT+wgctJQRJKRZTknjTdkSUZWlLT1GctYJNA0DV3TMU0TcyihEsM0LBQ1u+z4h0LY9TtDRhc7G4/A6C4DoKhqB9Uz38up5yEpXBfDNAc1pWgvFhb9sutQ0taQ+iGkMfUxEokk1RS6w4H4t+FIHR93BHtqHdPp+Bg3EsmlXl7Z0Lzbs+b3mMh4Qi0JdF3HdV2xAMsA8rQ8fn7OzxPbv3v9N3y6l13/n2dA4+XidzkCl+7fT3VNNwC1e4vZ/Ka4S9taPoW1S68CQHEsTn/p74Oe98A7V2JGRFFcQcU28soGdoxMBbloKALE+o7l1pziqKqCZVk595olg6Iq+Pw+LNsiahiDPgdxO35Vy607xLIko2kahmUMemPLtl0ObD85sT35yAeZGE40PViWhSQxaJQg3c6P6TITsR076Zqi3kYiI42oxZtdF/mKmFE8Y2QHSYK4kUguCYaurq6MjxBmQw2dh0e68IRaEsiynBHOj7354JEf5JRpooFsXUcd7+1+iJMkIca6XPjLJ0kYixS/Cp857d3EY59eMRvDEC/96jM+RGeBuLM99731TKsduLG1beZT/+aHE9uVc59CktMnXuPRp5wyFKHHpj9TIrSpRJEVJEmaeFG1GLIkJ+oootFo/89DltvxD4WqqEhI/aaBxm94GVGDrpYjiIYqAcgv20lRzcYxHuk44rpEjaioTRtk0Z/uXmq9hZqewhq1SCSCrut9GngPRFuv+xkjEWod0Q6aupsAEU1Lp4jq7OyksLAwbccfD7q7uzPexTIbXCk9PNJF7q0S0kSmCTVJkrjj/DuQYsUtf9n0Fy5XmxPpKyt12NbLWOSkNZ0cdWQzAB3tftasngaA4cvj2fNuTOy3bNU9SIM497XVLaGzQRTBaf4Oyqa/lNJ5HYwsyznnJKhIMkjkZPpjPA1wokbVICbWdB1V1TBMA+Og6JplW7hkrx3/kAzwHrAdR4hX20b3+9BUjeCe0xP/Fw6QE+M9Y8bqzbQh3gNpb3qt9KTJqylMfQyHw0lHQEYbUYtH0yC9RiKu69LZ2UlBQUHazjHWZEvNnRdR85jIeEItSTLFor83x00+jusXXw9Al9nF8zvv43y3DQAb+O050L1Q7Ourh8/P2Iosi4XQSy9Op61N3KHadMy51E85DICKYB2L3h6ssbVE3abrcWxxRS2Z+ip6XlOqp5ZAkZWcE2pIOTqvGIqSpFV7LiOJRbjP78OJCxTLTtjx66qeU+lTB9PnPRCLIBoRYQggDCbEpaer5TAinaIOK69kD8Vj5Cg7nriOQzRqoOs6kjz4JXgsLPrjUbWEmcgohZqLsHtPtu6pd7PrqhHUqI2V42N3t8hYyXRRMxyyoebOdV3Pmt9jQuMJtSTJtIhanB8v/zGFukjFeGrXUyxo3UC5LO6Mvm3DS9/s2XfWsybvP20PAJal8MyK2eIfssyK9/eE35asfQBfJDTgOaOhSTRuez8AkuyI3mppqi/J2To1WRGGC7mX/QgIU4m4MJnIyJKM3+dPRNei0SjSQC5/OYamiybo4Wi4J4p2SL84ieDuZYmtmoX/JtejaqZpIktSUmmB3XklmKowG0mXRX/cUCRRozZK18f4dXIwk5TejDaiNlaOj6FQiMLCwpy6wRJvNZDJc7JtO+PbB3h4pBNPqCVJJvVS601NQQ3fPf27gLiT+cief3J9Xk/k7/9mQnMvY5GPhPdSUCAag25+s5o9u0UhW930I3jz6LMBCERCnLzuwUHP27D1/URDwpQkUFxHYfVbqZxWglytU4sv1HOxpxqAIgsHyAkdVYsTi67pmo7ruLiOi2EObjaS7di2jRE1EqnZuk9PRNEOprt1NuF24WIbKKqnZOraMRvnWOM4do/TYzKLY0lKpD+Wth5ASsP3RTyilqoatcTiP8meE/Fm1zJQPoL7F3HHRwmJIyqPGP4BkiRX69MyPUKYDe0DPDzSiSfUkiQQCAy7T9JY8YWTvsDsUhEd29axDQ48y+Gxm5mNNjz0abBi15eydS6fPG1r4rFPPjaXeH/aZ87/JIYm7lod/eYzlAUHvoPrOjq1Gz+W2K6Y/Syy2p3CWfWQi3VqSDH3x1ybVy+SbYA8UbBsG1VV0f0+XBeikSimaeaUYLNjaX2GYYg0x4AP3KHqMSWCe3qiapMW/huk3PxcxPumDac+MS7UFMeieJAWKiOlJ/Vx9DVqjusQDofJz0venCKe+liugDLMU9uOzZ52kSUyt2wu+Xp6TDFysT4NssPxsbu7O+PbB3h4pBNPqCWJpmlompbIU88kfKqPX533q8T2n9/+EzeVGInthzTY84We/c95q4VpUzoBOLCvkI1viBqRzuJKXl52LSD69ixb9TcYxJkw1LiI1lphsa1oYcpnDVbbNnJytZ5L2PTnpvsj9G6AnHk3N8Ya2+qx41dkGZ9PR9d1bNvOfsHmivlFowZGJIokgS+W5hi36x9qfuG2mXS3TQfAV9CQdpOi8SAeTfP5fMlF02K0l9Qkfk9H+mM89VFNgT1/OBxGURQ0PbmaJ8MVLsUwsrTHuo46DFtc6xbXLB7+AZKku7sbSZIyXtQMB8dxiEQiGe/4mA1RPw+PdOIJtWGQn5+fkUIN4P2HvZ+zZ4vUxZZIC2/u+Bfnxr5/wy785QLoXiC2/XXw9cPfSTz22ZWziUTEbdU1p11NW7FIaZxRu5lZuzcMet76tz6EbYoi3+JJm/AX1aZyWkBu16kh5W76I8QbINs5PcehcF0XwzJQY8IljqIo+H1+dF3HcVyi4SjRqCEs/bNAu8eNUcLRMIZpIMsSvoAPXdf7zFNV1KRaNvSuVate8BCSlFsCPx5lVIbp9pl2i/7YcPQU1KgNN+2xvddbonok9Wm9jETS2eg6FApRUFCQ0bVcw6W7uzvjjUTAE2oeHp5QGwZ5eXkZK9QkSeK2825DkYTguufNe7jc14I/dl15yYBN3+nZ//CXw5x+9H4AukI6q18QTUItzcfTF346sd+y1X9HtgdeMFmRUva/fVViu3LekylPW4rXqeWcnb0kFrG52vwaxGunqqpoFp8F4iMdxNOlNaWflWgsBdbn0/EFfMiyhGEahCNhDEOItkyKuDqug2VZRKMG0bCw2tdUDb/fn4igHUKSLRsiHdPoCooUbl9+M2UzX0zXNMYcx7GxTAufLzmDjd70aXo9SDr6SDk09XFky4KRWL23ZonjYy7Xp2Wy+HScWCpthkf9PDzSiSfUhkEmCzWAI6qO4NPHC5EVtaM8sOkuPhRreu0Cf5oFLZeKbSUMn9V2oKpi4fTKS1NpaRF54O8cuYzdM8XdyZL2BhZvemrQ8za/dzbdrTMBscAqmfJaSucFok7NycFaJ0VVcOzcdkdUVAXXdSdkVC0ubHRVZ6ggQzxNMOAPoGtiQW+YBpFIhGjUGJ/edK6oOzNNk0gkQiQcwbKsRPTM7/ejquqQiz1FUVAUBdMYPEoW3N3TV616wcNIsjHI3lmC6xKNGqiaiiwPX430jqiVNqcvoqbiIuGOOPWxO9yddJPrOKNtdj0Wjo+O4+S0UMtksiXq5+GRTjyhNgzy8vISDVszlR+c+QOKdaHOnnnvGRYZ71IdWxtsN+G5m8GO1UNXvW5z/UnbAXAcmZVPzBH/kCRWXPQ53NjK8uR1D5HX3T7IWWVqN9yAG+ucWjZjFapvsP2HT67a2cuSjCRLOR9V0zQt550O+8MyLWRZQVGHsUCXhLjVdV2INp+ItFmWRSQcIRwOE40amKaZ2hYIMVFmWRaGIQRiOBLGiEZxHNGg2x/wDx49G4Rk0mCjocmEmucBoAdaKZ/13KimlAmYlinaEyRpV38woYJSrFg0Ni01ar3emhrOiFMfu7u7h2UiAn0japUjEGpxx8diXzHTiqYN/wBJEAqFUBQl5wwtssVIJNOjfh4e6cYTasMgkw1F4pQFyvjGid9IbN+17g5uKu1ZyP1Th/qelmlcvmc/pUWi7cDWdyvYub0UgIbJc3njhPcBoJsRTnnlX4OeN9w2i+ad5wAgKxYVc1amZD5xZEW8VXPRVERVVWzLyjkR2htVEdGEoSIquYTtONiWjaaPYAUaRxKtDjRNpBf6A6KmTZYlHEfUvsXFWzgSJhqNJkScaZpYltXvj2maGIZBNNojyMLhMEYkmkjVVFUV3ecj4A/g8+moqjpscdabZNNgeztAVs//D7KSeW1RksVxhMmK3+cbUTQNAEmmvUjUDZcF90GKMwucXm9PDXdEDa8NUzh9BvKGJ2Z6R9Sqh/n0tEfaaQm3AKI+LV2L+fb2doqLi3NKLFiWRSQSyXgXy2yI+nl4pBtPqA2TTE9/BPjsSZ9ldqGo9djSsoVIw9McHesV2WLDA++H8GFiO1AH31j0duKxTz42F9sWF6TnzrmBiE/cIT3inVVUNe4a9Lz73/kAZkRE8woqtpNXti1lc5IkCVlWcjL9UVZkkRqYgyI0gSTs+h3HHtJUIidwwTRi6W6jEDcHI0uycNXTNHw+EXHzB/zoPh+6qqMoCrIs4boujuNi2w62bScEmmge6+A4buwzJazidU3UyAUCAfx+IQZVVThUJukLkRSqquLiYg1S92p0VdHZeDgAmr+DitnPpG4AY0ks5VFRFNRRpm61xZwfVdukqKM5FaNL0FeoOSOqUQuFQuTn5QuDpGEQHEWz6/da30v8ni7HR9d1aWtro6SkJC3HHy86OzsTkfFMxhNqHh6eUBs2eXl5dHV1jfcwBqUwv5CvHfm1xPbd6/+XTxSHEy/2yihs/W7P/se/0cmi6eLOZHNTPq+vmwxAd0EJLy7/CAASLstW/XVQu37HyqN+03WJ7cq5K1NaY6IockannY6U+OI7F+fWm4mUAhlvuzCslMcRIksyiixaIcTrOXRdFwYlPh2fT9SS+f1+fD5f4u/xDAFVVYXAk1IryvpDkiR0VR/Srj+457REKnXV/EfT1qMxncRTHkdiIHIw6XR+dA8RasN7E9iOLQwfCoZv+BDvoaZLUDTM1chYOD5GIqImM9fq00KhUMbPKW4k4gk1j4mOJ9SGSSZb9MeRJImzZ5/NeTPOAyAYDvLKlnt4XyzLIerCffMgeLHYVsLw9bIticc//8xMurvF1XvdyZfRXD4VgCn7t3PY9rWDnrut/iQ6Go4ExN3wshmp64ckK8JQJBcX+YqqprbeKEOZCCmQcTv+kdRxTQRE1E8eNLJqhivobDwCAFXvonLu4IZGmUZKUh570Z5G58dDI2rDE2rx3mnDrcFz3R6hVqkMq7UcMDaOj21tbRQWFiLLufU5zgZzlJG+rzw8co3c+vYZA7LBUASgsLCQrx39NXRFfMn96+1/caF2gPzYxXBdBF77Itixm6BTN5pcuUikNkbCGi88MxMAR9V46qLPJo572sv3oZrRQc4sUbfxehxbXP1LpqxDz2tMyZziNv25aLyhyDFTkVxPC5wAKZCWZSEhofZnx+8h2lJoGpY5uItl656lPVG1eU+gaJmdyZAghSmPcdIZUXN66Uh9mDVqLq7oMZZfkHTvtDhhF+L5FiPpoRY3EpElmSOqjhj+AZKgvb0959IeLcsiHA5nfH1a3Owkl2oDPTxGgifUhkk2GIqAEGpllPHFk74IgOVY3PvGb/loSc8+/9Bh/+d6tj/auhe/LiIdr706hcYGkXKwY/7JbD/sRHHcUJDj3nh80HMbXTU0bL0EAEl2qJy3glQ5ZSiKknv91GKoqipqd3LYVARyOwUybsevaVra0wizmXiq5mCRVTNSRscBkdKmaGEq5z0xVsMbFalMeYzTx6I/1amPvYSaioNtJr8sMAwD27aHbSICPdE0GH59mu3Y7GnbA8Dc0rnkaalPjzNNk66uLoqLi1N+7PEkm+rTvP5pHh6eUBsR2WAoEggEkCSJLx3/JaryhWPY6r2rmdG1gamxi+JuE56+HMLCDZv8OpevLhTGIq4rseKxuYmStKcu/Cx2LIXn+Dceo7Bz8IL2xm0XEekUBfCB4joKq99Mybxyue+YoijCIj3Do7WpIFdTIE0jZsevpL82LdtJ2PUPEllt3bsU1xGXqcq5K1D0jrEa3ohIdcpjnM7C8sT3b1mKe6mNJvWxs7OTvLy8YZuIALSOwvGxtqMW0zGB9BmJtLe3k5+fn/GCZrhkQ9ojeEYiHh5xPKE2ArJBqEmSJFIbovDT5T9N/P2u1+7k06U9C6NHwrC7l7HIsm2tzCgTi6H3dpaxdUs5AC1V01m35DIANMtg6cv/GPT8rqNRt/H6xHbF7GdTYgggSzLI4Nq5F3aSJKknqpbr9EqBjNvBZzu2beM4o7Tjn0DIkoyqaRiWMWAU2YoW077/GAAUNUr1YY+N4QiHSRpSHhOHlhU6CiuBWI3aIKZOw6W3UBtO6qNljy6Frm0UPdTGotF1W1tbzkXTwDMS8fDINjyhNgLy8/Mz3vkRRPpjZ2cnH138UY6ddCwAu9p20VT7GCf4xT7tDjxyOAQvEttqN/xXzTuJYzz1+Fys2IX7xbM+SleeuHDN376WyfU9BiT9EWo6kuDeJQAoWoSK2alpXqsqKlaORp0UVbQgmAhRNVmS0TXhAJj183VFqtRoe41NNLRYHZ85yM2J1tpTcGwRcqmY8zSqv3VMxjZcDMPAcVKb8tibtpihiG5GKegMpuy4hzS8TlKodXZ2EggE0NSRidLWUaQ+ptvx0bZtOjo6vPq0caK7u9szEvHwiOGtKEZAfn4+0WgUw0id9Xw6KCwsJBQKISFx5wV3Jv7+x41/5PqCLuLX5+e64N0vgx27eTX73Qhnz9gHQGswwKtrhOtjNFDA8+d8PHGcM1b9DWmIvmb73voQtinqF4pq3sRftHfU85IVBcfJzfTHuFW/laNGGwcTt5Q3jOyuV7NsCxcXVfWiacNCAl3VsQax67eNQtr3HweArJhUH/boWI4wKUzTwDBNAoFASlMee9NWkh5DEeegGjXHlocM2Nm2TSgUoqiwaMTnHU2z63Q7Pra3tyfaWuQS2VKfFo/6eUYiHh6eUBsRqqqSl5dHKBQa76EMSrxOrbu7m1OmncK1R14LQEe0g+fe+ROXxrIfTODffjhws9iWXLjZ3IGMuJK++NwMOjvFna03TngfB6pFM+2q5j0sfHfVoGOwoiXse/uqxHblvBUgjU6EKLF+TzlrKqKpOLaNnYPNvftDUzVkWcGIGrgpTOkaKxzXwTRNdFX3FhYjQFEVZFnBMgeOqrXVLsGxxeKyfNZzaIHUNn0eDbZlpaUu7WDaimsSv6fSov/g1EcA2xz8fdwZ6sTv848q4hFMQepjib+EqUVTRzyGgWhpaaG8vDznPs/ZUp/W2dmZ8VE/D4+xwhNqI6SgoIDOzs7xHsagxOvU4uP86dk/JaCK6NZDWx7iTGlvosnohiisuxLCc8R28T6Hzx+2FQDDUHl25SxA1EqseH+PVeSpr/wL3Ri89qzlveV0BcXjffnNlExZN8qJifTHXLTph1hUTVWwc6R2a0gk0HWxCDdNM+tcL23LRpIkz0BkFGi66CM40M0J28ynrf4EAGTFonrBI2M5vAFxHJtwJIKuaSmvSzuY9jRZ9B/c8BoYNP3Rdmy6urooLBrdgj9eo1YoQ2AYK5H2SDst4RZApD2mWkyZpklnZyelpaUpPW4mkA31aa7rZsU4PTzGCk+ojZB4/VemU1RUREeHMAeZVjyNby79JiCiAH96/Q4+XtKzKn4wArW9jEXeV9dApT8MwMb1NeyrF3e49sxezNtHnA5AXriDE18batEkU7fx44meSGUzVqP62kY1r1x2fwQRVZsIDbDjSJKE7tOxbRvTMsd7OEnjuA6WaaHpumfHPwqEsYiKNYhQb6s7CccSEZzyGS+mrD/jSHEdh0g4Mma1NL1TH1Np0e8cVKMG4FgDLw26urpQVRWfzzfyc7rQEftqqxxF2uPi6sUjHsNAtLa2kp+fP6r5ZSKmaRIOhzNeAHV3dyNJEoHA8Fs+eHjkIp5QGyEFBQVZUadWXFxMKBRKmDV89ZSvMq1oGgDr96+nvG0ts2I3gusseOEoaL1AbKvd8P2pm2NHknjy0XmJ2oWnL/w0liIeeMzGFZS0HRh0HOG2WTTvPBcQd8Qr565kNKETWYo1iM7hqJqsDJ4OlmvIkoyu61iWlTXNsE3DQlEVFNn7Kh0tQxnpOFaA1rqTANGfsebwB8dyeH1xXSLRKAB+nw/GIEWuo7ACJ2ZUk9IatWFE1BzXobOzk6LComE3uO5NpwPxV3m4za7T7fgYDAYpKytL+XHHm7a2NvLz8zO+jjaenplraaceHiPFW12MkGypU/P5fPh8vkRULU/L4xfn/iLx/7te/w03lfSIgcdC8N5Xe4xFFu7s4uTyJgBq9xaz+U3Rk629tIY1p38QAMWxOW3134ccy/53rsAMlwCQX76D/PJto5qbqqo5nR440aJqIHrJZUszbNsSdvyqltkLn2wh0QjdGrhWsb3+BGxTGDyUTn8ZX8G+sRxignijZ3/AjzRGIt1RVDoLRbuUspbUWfT3dX2M1agNINS6urqQZRl/YHQmG72NRDLJ8TESidDd3Z2TaY/t7e1Z4WKZLXV0Hh5jhSfURkG2pD+WlJTQ1taW2L5y4ZUsnb4UgPrOenbvfpClsSyDTgeeLIADnxHbkgtf07YgxS7gK5+cjWGIt81Ly66ho6gCgDm7NzBjz+BNrR0rj7o3r0tsV8xZiSSPPCIpKzKu42b8gn6kKPLEi6qBEOCqqhKNRjP3tXXBsAzPjj/FqIqKhDRgbz3H9tNadzIAkuSOS1TNMk3h8Oj3p9U8pD/aYnVq/mg3eV3tKTlmvxG1fsxEbEdY1hcXF48qmgYHWfMPN/UxFlGTJZkjKo8Y1TgOJhgMUlxcnPFRp+HiOE7itctk4vVpnpGIh0cP3gpjFGSDoQiI9Mf29vbEXWpJkrj9/NsTF9u/bPoL1+S1Eb80vdANW66BiDB3pOyAzQ1TdgDQ2eFnzWqROmnqAZ4575OJ85y++h7kIZo1t9efSMcBcRdU83dSNmP1iOcVTw/MljS5kTARo2oQc4KUhBNkJs493vcr1xZ0444EmqZhWdaAr3t7/fFYhgj5l05bi7+odsyGZ1sWkWgUn09HGYfXvq0k9c6P/ac+Hro0CIVCqKqaktqhthH2ULMci93tuwE4rOwwAlrq6phc183ZtMeOjg50Xc/4dgNefZqHx6F4Qm0UZEudWn5+PpIk9UnTPHbSsXz8GNETrdvs5vE37+aq2M02G3gkCnW9jEWuaq2nSBI1GS+9OJ22NlFo/dbRy6mddjgA5a37WLR5qKbWEnWbPpqw2i6Zug49f+SmAKqiYNlW1jkFJosiCwdI05hYUbW4E6QkSRln2y8MRDw7/nShKIPb9buOTmvtKYntmsMfGJNx2ZZFOBLB59PRtPFpxNuWBufH/lIfnYNSH23HprOzMyXRNIDWEaY+1rbXYjnifZHq+rTu7m4sy8r4qNNIaG9vF69dhn9fefVpHh6H4gm1UZAtdWqSJCWiar350Vk/okgXDUuf3PEkJ9s7KI29I96KwoZjofV8sa11w39NfRsAy1J4ZkUs3CbLrLiox65/ydoH8IcHjzIaXdU0bLkkNjaXyrlPMlKlJSsyuGIhkatMtL5qcSRJQovZ9htG5og1y7SQZcWz408jmq5i2/aAxiId+4/Bior0qJIp6wmU7ErreGw7ZsOvj59Ig/Q0ve7bR61/M5GOjg58ug+/LzURmdYRRtTS2ei6paWFkpIS5BwzBnJdl7a2Nq8+zcMjS8mtb6RxIFvr1ACqC6r53rLvAeDicvdrd3BjaS+7/g6o/RrYsSyE4+o6WBRoBWDzm9Xs2S3uPO6bdjgbjzkPAL/RzZJXh77D3bj9fUQ6RRpPoLieoppNI5pXvH/VQAu6XKDHunyCRdWIOUH6dFzXxTDMcRdrtuNgWzEDEe+mb9qQJRlVVQfsq+c6GsG9pya2axamL6pm2zbhcBhd08bEhn8wekfUUmXR39ueX+1HqFm2RSgUSmmkKS7UJKBiGPc7+gi1FEbUbNumpaWFysrKlB0zU+ju7sZ13Yyv+/Lq0zw8+scTaqMkW4RaYWEhhmEQiUT6/P1zJ32OuWVzAXir8S18LS9wWGwtcsCG1cXQ8GmxLbnwnYJ3EsYiTz42l3iQ59nzbiSqC0W3aPNzlDcPXjfiOhp1Gz+W2C6f9Ryy1jWiuSlq7tdxCevygSMMuUyPWHPGV6y5wkjCs+MfG1RVxXVdkdrcDx0HjsaMiIyA4ppN5JVtT/kY+oi0DOir1VFUiRu7Q5Cy1Mc+NWpx18ee93dHewd5eXkpFanxGrUyBdRh3PDobc2fSsfH1tZWfD4feXl5KTtmptDW1pYVaY9dXV1efZqHRz94q41Rki11aoqiUFhYeEhUTVd0fnXerxLbv3/tLj5VHE1sPxGCPddBZKbYrm4yubp0DwAH9hWy8Q0RFQsVlbP6zA8DILsuZ6z665D20aGmIxJ3xRUtQsWsoerbBpibnNs91WDoCEOu01esjY/BiG3bOI7j2fGPEZIkoWkapmn2/3q7KsG9SxObkxben9Lz25aVUSINwFZ1OguE2UXKUh97RbT0g1wfDdOgq7uLoqKilJwLwHIhFPsOG7bjYyyiVuovZUrhlJSNqampicrKyowXMyMhXp+W6YRCIa8+zcOjHzyhNkoURSEvLy8romolJSWH1KkBvG/e+zh3jmhG3djdyFs7/sHy2I3FbhdWGH2NRa6P7iEfE4Bnn5pNJCKutmtP+QCtpUK4Tat/lznvvT7kmPa9dW3Cwa2o5i38xXtGNDdVVbGs3BYxqqriMnCEIdfpkwY5xm6QrutiWAaapnl2/GOIqqhIkjSgs2tnwyKMWG/Gwqp3KKh4JyXnjRuH6LqeMSItTjz9MS/cib+7Y9TH68/10bEkXFxaW1spLCxEU7VRnydOb8fH4TS7bou0EQwHAZH2mKoFfVdXF5FIJCfdHqPRKOFwOKVCO1149WkeHv3jrThSQGFhYaKhdCZTXFxMKBQ6pEeRJEncdt5tKJIQXPe+dS+X+5vRY9fBl7ph54nQdo7Y9nW7fL3qXQC6unRWvzADAFvTWXnhZxLHPf2le1GswSONVrSY/W9fndiumrcCpOGn9ymKkvOmIpIkoav6wBGGCYAsyfh8PiRJHlOxZlkWEhKq4kXTxpS4Xb85gF2/qxDcc3piU9Sqje5ujWWaCXfH8a5J64/23oYiwdE3/O7fnl9KuCCmevE80mbXvdMeU2kk0tzcTFlZWU6aA7W3t1NYWJjxbUQcx/GEmofHAHhCLQXEI1XjbXQwFLquk5eX129U7fDKw7n5xJsBMGyDBzfexbWxbAkHeLgT6r8BTsz067SmIPMUIU5feWkqLc0ir3zLwqW8N/sYAIo7mjhm44ohx9Wy60y6gnPEGPNaKJ366rDnJklSLKqWu0INhrYunwhIkhSz7peJRqNpd8N0XAfLstA0zTMQGQcURRm0RUWocSFGdzkABRXbKKx6a2Qncl1Rxxvrkzae7o6DkWrnR7ePmYi4hplGj1OgkuKm3r0dHyvH2fHRsqycNRGBnvq0TKejowNN0zK+z5uHx3jgCbUU0F+fskyltLSUYDDY7/++v+z7lAVE+sezu57lyOhmKmPX6C0GbCqHA58S25IL3yt6G3BxHJmnnpgT+4fEUxfdjBNLDzvxtUfID7UOMSqZug0fx3XFKrh0+kuo/rZhz01RFRw7t01FkGLW5dbENBaJI0kSPl1HVVSMaDStTc89O/7xR9XUQcx0ZFp2946q3c9wo2qu4xCJRjAMg4Dfn7EiDVLfS60/e/5QZwRN09JirtEn9XGcHR+bm5vJz8/PSRMR0zTp7OyktLR0vIcyJO3t7ZSUlHj1aR4e/eAJtRQwUJ+yTKS0tJTOzk5hSnHw/wKl/M+Z/5PY/v26O/hUaY/oebgT9l8P0elie2prlEsCYqGwbUsFO7eLC0JjzWzWn/h+AHQryqmv/HPIcYXbZ9C0Q1j8y4pF5ZynGO5iS5ZkZEVJ66I9E4jb9U9UY5EEsbQ4XdMxTCMtz4dt29iWjaZndupQrjOUmU5X8wKioSoA8st2UTTpjaSP7TjC2dGxHfLyAigZnibWVlyT+D0VFv1On4bX4vu+K2SIhXMaQsgjbXa9I7gDAEVSWFi5cNTjcF2XpqYmqqqqRn2sTCQYDFJQUJCR6bu9yaY+bx4e44En1FJEcXHxIY6KmYjP5yM/P5/W1v6jXDcedyNHVh0JwPbgdowDKzkyVkvfZMNqq6+xyKd4j3xEStKTj83FtsWF/flzPkbYL/qhLNzyEtUHeu6GDsSBd6/ACAuxl1++k/zyrcOen6ooWJaV8Wmoo2WiG4v0RlEVdJ8Py7aIprIxtivuSqua6hmIZACDv+elPlG1SQsfAIaOrMft9yVZJhAIIKc4zS8dtBf3pOmlOvUxbs+va3noaYoqjqTZteVY7G3fC8Bh5YfhV0efIhcvV8hVgRAMBikvLx/vYQxJtvR58/AYL7zVR4ooKirqt09ZJlJWVkZLS0u//1NlldvPvz2xfff6/+UTheHEfdWnumD/KdC2XGwHwg6fL9oGQHNTPq+vmwxAOK+YF87u6ZMm7PoHXzg5VoD6TdcltivnPo2kRAd5xKEoigISOZ8W6BmL9EWRhcmI6zpEo9GUPCeWLQS/omb+4n0iMNR7vjs4j0jnJAACxbUUT3lt0ONZpkk4HEZTNQJ+P1KW9MazND+hvBIgRRb9MjixqccjarqavlTAuFDTgJIkn/K97XuxHCHQF9csTsk4Ghsbc9aSPxKJEA6Hs0KEtrW1UVRUlJOvg4dHKsiOK1MWEO9Tli3pj+FweEBRedass7h0waUAtEZaeXXr3zg/X/wv4sITnVD/TXBikbazOxuZhajPe/6ZmXR3i9ukr590MU2VIk9yUsNOFmxdM+TY2vedQPsBUX+g+jopm7F6eJOTQFM1zBy36oceY5GBTBYmGnFHSFmWiUaioxLrrutimqZnx59hiPe8PICZjkRw97LE1qTD/02/UTXXxYhGiUSj+H0+Yb+fZYvEuKFIQVcbeqRr1MeLR9XiQs2103dzIu76WKkm/7SnutF1V1cXXV1dOWsiEgwGKS4uzni3R+ipT/Pw8OgfbwWSQkpKSrIi/VFVVYqLiwc0FQH45bm/RFdE6sv979zP+7T9BGIX1bUR2F0FDTFjEdmF7xYKY5FIWOOFZ2YC4CgqT73vs4ljLl3zDzRjqIijRP3Gj+LYom9PyZTX0PMbhjW/hFV/jkfV4sYijmPnfF1eskiShK7pqJqGYRiiFcUIBLtlWcJJ1LPjzywkUDUN2+rfNKi7dRbh9qkA+Iv2UTqt780hx7EJRyKYlkkgEEDVUtcfbCxpK+mpU0uNRb/4kMRTH20rPcI17EB0BM2uU+34uH//fiorK7NCyAwX13VpaWnJir5w2dTnzcNjvPCEWgoZqE9ZJlJWVkYwGBywnmd26Wy+suQrgKgPuPeNX3NdififCzzUCQ3XQ3RabP/OMOepBwB47dUpNBwQIbidh53I1gVLAHH39/g3Hh1ybEZ3FQe2XAqAJLlUzXuS4ay241b9EyGqJksymqZhmGPbADqjkUBTVXRdpMlFjeE9N54df2ajyPIgdv19o2o1hz8IktjPMk26u8MABAKBrHbxbE+18+NBEbV0CbWU9FAbpeNjOBymo6MjZ01Eurq6sG07K2z5s6XPm4fHeOIJtRQyWJ+yTKO4uBjLsuju7h5wn28t/RY1BeLO7ZraNcwOvcGk2PfpThM2AXXf7tn/ZmUHeVi4rsSKx+cQ14ArL/wMtiweeNwbj1PU0TTk+Jq2vY9Ih6h38xfto6hm47Dmp6gKruvmflQNESH1UiAPRVEUfH4fkgTRSDTp6JppeHb8mU7Crr+fSHK4fQbdrTMA8BU0UjptlUj1jvVHC/j9WWEaMhiptOi3bRtbFgoqLtQcMz1Lgz7W/MNxfGwVjo9lgTImFUwa1RgOHDhAeXl5xrshjpRgMEhpaSlyFtRctre3Z4Wg9PAYTzL/k5xlZItNvyzLlJSUDGgqAlDoK+RnZ/8ssf271+7gppKeK+0jnRA8HdrPFNsFUZtPBcQFddfOMrZuEY5TwYqprD31CgBU22LpS/cOOT7XVanbeH1iu3z2cyha8rUYCTtv69A2BLlIPAUyG6K5Y4ksyei6jq4lF12zbRvH8ez4Mx3RokLDsPp3+ewbVXsISTbJywuI/mhZVo/WH6lqeu26rmhNoIjnRE9zRG0kza6D4SBtkTZApD2OxnQiGo3S2tpKTU3N0DtnIa7rEgwGsyLt0bZtOjs7vfo0D48h8IRaiikpKaG9vR3Hyfw0tPLyclpbWwe1M//wUR/mhMknALCnfQ/Ndf/h2JgzcqsDL3RD/bfAid2cvChygBkIQfXU43OxYhf8VWdeRyi/BIDDdr7G1Lp3hhxfqHkhwT1LAVDUKOWznx3W/CZSVE2W5IQY8VIgD0VRk4iuxe34Vc+OPxvQYvWD/d2c6O6YTGfTLAB8+a1MWfBq1kfRetNe3JO2N5peaok6Tk18T6tprlHrnfqYbLPr91rfS/w+WsfHhoYGSkpK8Pl8ozpOptLe3o6iKFlhdd/R0YHP58vZ18LDI1V4q5EUE699CIVC4z2UISkoKECSJDo6OgbcR5bkPnb9f97wJ64vCCXeOM+EoGkSNNwY29+Fb+a9C7i0BgOsXSMK+w1/Ps+ed2PiOMtW/Q0pCTG7b/M1WIawii6q3kygeHfS84tH1awJYrShqL1cIHO8Nm8kDBVds2wLF9erl8gWJNBVHcuy+ryOtmUTjURp3Hlq4m81hz+MJBvjMcq0YOh5dAeEAcNII2rxHnJ5eXm4qhBm6a5RG0lELVWOj6Zp0tzcnLPRNCARTcsGq3uvybWHR3J4Qi3FSJKUNc2vJUlKmIoMxpJpS/jwog8D0Gl08vzbf+TiQvE/A3gsBI03QHSK+NuC7hBn0gjAqudm0Nkpwm0bjz2ffZPnAVDZUsuR7zw/5BitaDH7N38wsV05b0XCHCAZFFXBsW3sLIhwpgJNV3Fce8KkfI6E/qJrjutgmia6qmfFIsdDEL85YZniNTQMA8M00DQNNzqdUPNhAGj+diqGGZHPdNpiUbWizhY0IzysxzqOQ1dXl7hxoes4MdGkADIOtpWepcFIml2nyvGxsbGRwsJC8vLS1yNuPLFtm7a2tqxIe3Rd16tP8/BIEk+opYG4Tf9gKYWZQjz9cajapp+e/VPyNHGBe2TrI5zFHgpi757XI7BbgfpexiJf0Lfjx8IwVJ5dKVKQkGVWXPS5xD6nvHI/vujQdWctu8+gKzgHAD0vSOnUV5OenywJh7j++y7lHvEUSMuyJkTK50jpE12zTKKRKEggK95XYrahaiqWZRGNRHFd8Pl9IioqQXD36QlTo+r5/0FWhmoPkj30tugvDe4f1mPjPTT9fpHH7vQSTToujpne1Md8CfKT/KjtCIq6Z0VSWFi5cETntSyLxsZGJk0anRFJJhMMBvH7/QQCgfEeypCEQiEkSSI/P3+8h+LhkfF4q5I0UFhYiOM4WZH+GAgEyMvLGzKqNqVoCt9eKpSY4zr8Zf2dXF/cI0Qf7IC2M6D9dLFdbFh8XN0FwMb1NdTXiRBc7cxFvHWUcB8JREKctO6hJEYpU7vh47iOeLuWTn8J1d+a9BxVTZ1QUTVFUVBV1bPsTwJFVdB1n7ip4gqzAU/gZgfxpuRGNIokSUiShE/X+9QXGt1VhJoOB0D1dVIxZ+V4DTfljNT50TAMDMMgPz8/4Qzo9qoXU3HSkvrouD2uj8mmPZq2SW1HLQDzK+bjU0dWz9TQ0EB+fn5W1G6NlObm5qxp4B13pvSyFzw8hsYTamlAluWkUgozhcrKSpqamoaMAH55yZeZXjwdgPX711PZ9grTY/1i91rwRkRE1eLGIpfb9UynC5BY8djcxJ3tZ87/FGbsgnv0pqcpTaJha6R9Bk07zgdAVmwq5z5FsoVYEy2qBqCpGrLk1aslg2VaqKqKz+9DURQMwyAaNSaMsM86XBEhiUQj2LaNrun4/L4BjYOCe07HdcWCsOqwx5DVgVuSZBPtI3B+tG2b7u7uQ/rI9Y6oaWkSal0OxF+dZK3597bvxXLE9/ZIjURM06SxsZEpU6aM6PHZQFdXF5FIJCvSHh3HobW1NSvG6uGRCXhCLU2UlZXR2tqaFe6PpaWlmKY5ZAQwoAX45bm/TGzf9fqvuamkpxbq0RB0ThX1agCKC1/VtwIutXuL2fymqKnoKKnm5WXXxPaxOX31PUmN88C7l2OESwHIL3uP/IotyU6xp+/SRImWSD2W/aY9cQTqcLEtYcevamqieXi8fs2IRIlGvahkxuCK1ysSjWBaJpqq4ff5RZ1avPF7P3b9ZriczoYjAVD1birnrhiP0aec4UbUXNelq6tLvMcPcto7OPUxHTVqrb2bXSfp+JiK+rR9+/ZRVFSU02l2zc3NlJWVZUXvx7gzZS6/Hh4eqcQTamkiPz8fRVEGdVTMFGRZpry8nObm5iH3veLwKzh9hshv3B/az55d/2ZJLCW+w4Fnu4UDZFT0qmaR0cEyRIPrlU/OxjDEW+7l066mvVikacza+yYzd28c8tyO7ad+00cS25VznkZSosnNMd5XzTQnTIQpXodlmebEEajDwQXDMg6x448/b76AWMxGw1GMIfqveaQRV0SCItEIhmmgKAp+nz9RhxZHVVQkpH7rbYN7lyZSp6vmPYGiZX5a+lC0FfeqUUtCqEUiEVzX7beGaSwiam0jMRIZpeNjJBKhpaUlp6Nptm0TDAazKu2xvLzcS3v08EgST6ilibij4mANpTOJyspKWltbhZAZBEmSuP382xML279u+ivX5rURv+4+3wUtmuitFucLqjAW6ezw8/IqkTpp6X6ePv+mxD7LVt+DnETkp33f8bTvXwyA6gtRPmNV0nOcSH3V4iTq1TyhcQjxSKOmav3+X5ZkfD4d3e/DdYVgi0aNCfX+GU9c102kOBqGEGg+vw9N0/pf5Emgadohdv0AVqSUjgax0Fe0CFWHPT4WU0grUX8+YZ+ISgwVUYtGo0SjUQoKChJ1ab3pXaOm4eCkQaiNh+Pjvn37KC8vT5im5CItLS34/f6scLO0LIv29nYv7dHDYxh4Qi2NlJeX097ePqSjYibg9/spKChISlgurlnMDceI/MawFeaJN/+XK0RLHyzgP53QcRZ0nCb+VmqZXMceAF5eNY22NhGpePuoM9k7/QixT9sBjn4zmUJ/ifpNH8WxxeK6eMrr6PkHkppjPKpmWMaEiapBrF5NVjCih6aFTVQc18GK2fEzxJpUkYVg8wViKZGGQSQSwbbsCfU+GivirRIiEZHiqMTqBzVNG7IRuaL06iV4EK17l+I6QpFUznkK1deelvGPJe2x9Mfi9iYUs/8+caZpJvqlDZQa5/QRai52Glwfeze7Hq5Qq8iroKZgeP3Purq6aGtry2mnR9d1aWpqyppoWltbG4FAIKeFs4dHqvGEWhqJW+VmQ081SN5UBOBHZ/2IYp/ogbJixwpOtrdTHHs3bYrCThPqvg1OLFhxtVTLNLqxLIVnVswWf5QkVrz/c7ixlfLJ6x4i0D304snoruTAu5fFDuFSNe9JILloUbyZsTWR6rYk0HXxQhjGxEn9HAzLtJBlBUVNvqYjkRIZNx2xDMKRMKZpetHK0RKrP4tGDaLhKI7joms6AV8A7aDU1KGI12YeHPm0okW07z8GAFk1qDrssZROYTyIW/RLuJS2HmrRb9s2XV1d+Hw+dF0f8DjuIamPaahR6x1RS+JjFwwHaYu0ASLtcbipcvX19VRVVQ0672wnFAphmmbWRKhaWlqyZqweHpmCJ9TSTDa5P5aUlCQaUQ5FZX4l31/2fQBcXP7w2u18oqSXXX8nRKZD48fFtuLCF5VtgMvmN6vZs1uIvP1T5rPhuAsA8BlhTln7QFJjbdp+IZEOUQjnL9pP0aSNST1OkiQ0VcO0zAkVXZIkCd2nC3ORCd4M23YcbMtG05O8rX8QceOKgC+Aruk4jhtLixTNsyfS+2q0xKNn4WgYwzSQZQlfwIfPpwsRPYLAzmD1qK21p+DY4nWvmP3MsNp8ZCKDGYrEm1prmjZkBGMsatTiQk0CKpL46PWuT1tcvXhY5+ro6KC7u5uamuFF4bKNxsZGKioq+k1nzTQMwyAUCnlCzcNjmGT+pzvLKSsro7OzE8PoPy0lk5AkicrKShobG5Pa/7MnfpbDyg8D4O2mt/G3PM+cWARtnwXrwtDwSTBi18pj7TZOQxiWPPnYXOKGmM+dewNRXeTXH/n2C1Q27Rny3K6rUrvh44nt8lnPJ20QMJjpQC6TMBexLJG2NxFxwTLNhMvjqJBE3WM8LVKWZUxLpOxFo0a/tVITHlcI5XhqYyQcEdEzVcfv9yeV3pgMqqri4h4SObeNAtr3HQeArJhUz//PqM81nrQNYNHvui7d3aINQSAQGDIa5RxUo2alMfWxRAY9icP3qU+rSb4+zXVd6uvrqampSWRQ5CKGYdDe3p41aY/BYJCioiI0rf+aYA8Pj/7xhFqa0TSNoqKirImqVVRUEAqFCIfDQ+6rKzq3nXdbYvv3r/+OT5X0uDA+FoJuX19jkc8r2/Fhc2BfIRvfEAquq7CMF5cLN0cJl2Wr/gpJRCW6WhbQskcUwilqlIrZzyYzRWE6oPZvOpDrKIoibMzNidknzLZtHMcZVspjMvSJsuk6sixuBETCEVFrNZHTI2OujYZhiMhZRKQ2qqqKP+BPRM9S6QKXiJz387y31p2cqHEtn/UcWmBot9tMpX2AiFokEsGyrD5NrQfjEHt+M7VLA8uFztjLMBIjkeE4PgaDQUzTpKqqajhDzDqampooKio6pNVCphIMBr1omofHCPCE2hiQTemPmqZRWlpKU1NTUvtfMO8Czp8rGlE3dzfz9vb7WBYzn+py4ekuaD8bOk4Rf6uwDT4UMxZ59qnZRCJiwfzqkstpKRcWylP3bWXejnVJnX/fW9dgGcL5rLD6bQIlu5N6nKIK04GJ1AQ7jqqqwlQlGp1Q4sF1XQzLSFnUpl+kHjHs9/vxB/woqppIj4zXtNl2bhuROK6DZVlEo6KOL55RoKt6IrXx4LYIqUZVVCRJOiR67Jj5tNWfAIAs29QseDhtY0g3vSNqcYv+uMNjvEVMMvR2fVTT4PrY4fS83ZNtdh1PfVRllcMrDk/qMbZtU1dXx7Rp07IiHXCkOI5Dc3Nz1ojR7u5uotEoJSUl4z0UD4+sI3e/yTKIkpISIpFIUlGqTKCqqoqWlpakUwN/dd6vUGVx9b1v831c4WtKpLas6oYmG+q/23PX9hqplil009Wls+r5GQA4qsbKCz+TOOZpL92LYg2dLmobRezb/MHEduXcJ0FKbtyarmLbE6gJdi80VUNRFKITSKxZloWEhKqMXTqULMloqppIj9RVUdNmGELARKOGEG6WLV6HbBRvsXRGy7ISjpjRsKjXk2UJXdcJ+EWkMd6cekyQQNN1LPPQyHlb3UnYlohElM1YlbRzbKYR9hcS1UVftLKWevG+ijk8DifFLN01asO15jdsg73tewFYULEAn5pc1Gjfvn0EAoGcFwTBYBBVVSksLBzvoSRFMBikpKQkKxpye3hkGp5QGwMURaGkpCRreqrl5+eTn5+fdK3agooFfO7EzwHiAvvQxt9xdcyu3wYe7oToTGi6XvxNdV0+L20HXNa+PJWWZrHQ2LZgCTvmivqRolALx214IqnzB3cvI9QyFwA9r5XSaWuTetxEbIKdQAJd05GliWHbH4/waJo2IoOKVCBLcqKmLS5cZFkSws0yiIQjmS/e+hFl4XAYI2akAiJi6wv4EjVnijIyU5BUoMjiOT/Yrt+xArTVnQSAJDvUHP7QeAxv9EgSbcUiqlLS1kC0s51AIDBsp8NDUh9TLNTahun4uLd9L7YrHpRs/7Tu7m6ampqYNm1aTjdTdl2XAwcOUF1dnRXzdF3XS3v08BgFnlAbI8rLywkGg1mzIK6pqaGxsTHpaNP3ln2P8kA5AM/vfp5F0bcoj12Q3zFgSxQabgIjlqlzotvKqbTgODJPPTFH/FGSeOp9N+PE7rif8Pp/KAglI25l6jbcgOuIx5VOfxnNn1yq6UCmAxOCCWTbn7Djz5Q7ur1SJOPCzR/wC/GmyP2ItyiGIQScGTODsW0h5FL2neIKQRt3xbQsC9M0MQyDaHRwURbwi95Iup7+lMbhomoxu/6DUiDb6k/ANoUbYum0NfgKB28anam0F4taX9l1qIl0jKhm6eCG16muUWsdZg+14Ta6dl2X2tpaqqqqCAQCIxli1tDa2orrupSXl4/3UJKis7MT13UpKioa76F4eGQlmXM1zXHiX1IdHR3jPJLkKCwsxOfz0dycXKF9ib+EH531o8T2/752BzeW9FydH+4EMwD13+x5zOclYSyybUsFO7eXAtBcPZPXTr4UAM0yOPXlfyZ1/kjHNBp3CJt/WbapnPsUySgPSZLQVX3Cmj0kbPtdG8PMzUbg8fTWkdrxjxWyJAvxFkuVDPgDieiIogizDdd1cWwH0xICKhIW4ikcDicEXTQqhJVhDP4T3y8SEWIwHA4TCUcwolEMK+Za6Yg3hCxLg4uyDL6xP1Cje9f20Vq7BBD9GGsO//c4jXB0tBb31ClNCo3MGCXdqY9tw0x97G3Nn4zjYzAYJBqN5nRza8i+aBpAc3MzZWVlWTNeD49MwxNqY4QkSVRUVCRt0jHeSJJETU0NDQ0NOEm6A37i2E+wqGoRADuCOzAPPMnhsQycBhteDkP7udB5svhblRvlWkQdwpOPzcW2xRf5C2dfT3dACNvDt61h0v5tSZ2/4d3LMLpFekVe2S4KKt5N6nET2VgExELW5/Nh52KPNRdM08y4KE+ySJKEoiioqoqmaaLhtk9Y2QcCAfICeSIS5xP1b4qiIMsSsiwhST0/8WP1/onvp6oquiZq6PwBvxCIMTHm8+nouo6maVkhygZioEb37fuOwzKE+1Hp1HX4i4duDZJJOI5NU6A0sX1wL7Wkj9PHTMRNuZnIcJtd7wjuSPw+lONj3EBk6tSpmRMxTxMdHR2YpklFRcV4DyUpTNOkra0ta1oIeHhkItm3csliKioq6OjoyIqeakCi+DdZx0pFVrjjgjsS2//3xh/4RFGPgcqKkHCCrOttLMJeJhOmuSmf19eJBtaRQCHPn9PTI23Zqr9BEtEux/ZTt+mjie2KOU8jKdFBHtGDpquJdLKJSFysxdPdcgXLFg2oU23HnzFIsUhcrBYrLugO/omLrf5+VFUVAk+Ss1aIDcVAkXPX0Wnde0pie9LhD4zH8EaE49hEwhFaB+ilNhzcPjVqaTATiT3lKlA6xEfRdd1E6mNlXiU1BYM3rY4biJSWlg66Xy5w4MABqqqqssbRsqWlhYKCgiEbrnt4eAxMdnzacwRd1ykqKko6nXC8iUfVDhw4kHQdzBkzz+CKw68AoC3Sxrotf+Fc4Z5P2BViLTobmmJ6SsPlZrYD8PwzM+nuFiuG9SdcREP1LABqGnexcMtLSZ2/Y/9xtO87BgDV10X5zBeTepwsyajaBDUWiSFLMnoOiTXHFY2V02rH75E1iGjjoZHzjv3HYkULACievIFA6c7+Hp5RxEWaJMuEK6Yl/l6agoiaSH1M7eclnvpYoYA8hAYMhoN0REWJwFBpj+FweEIYiACEQiG6u7uzJjrlui5NTU1ZE/3z8MhUvNXLGFNRUUFzc3PWmIqUlZXhui5tbW1JP+YX5/4CnyIK2v/97r+5SNuHP3YNXROG/VbMWCRWWrGEIEtoJhLWeOGZmQC4isKKi25OHPPUNf9EM5Jrb1C36aM4lsi5LJ68Hl/B/qQeFzcWMSeisUgMRc4dsWZbNpI0tnb8HhmMJIxFbMvu0+zddVWCe5cmtictzOyoWm+R5vf56C4oxVTF9135SIVaGmvUoo64SQepNRJxXZc9e/ZMCAMRENG0ysrKRBpvptPZ2YnjODnfKsHDI914Qm2MKS4uBqC9vX2cR5IckiRRXV3N/v37kxaXM0tm8tVTvgqA5Vjct/7XfEhMGwd4qAPsPNj3jZ7HfI4d6Ni89uoUGg6IENzuOcfy7kKxgMrvbufE1/+T1PnNcAUH3r08Nn6XynlPxs489Fx1TceaoMYicXJBrDmug2WOrx2/R+YRTxG1TKtP5LzjwNGYEfElVVT9FvnlW8dphINzsEiTZDlm0S/SH0taDyCNIH3b7SPUUluj1tbrqzSZZtfJCrWGhgYsy2Ly5MmjGV5W0N3dTUdHB9XV1UPvnCHEo2nZkqbp4ZGpeJ+gMUaSJCorK7PGVAREFNA0zWE5Vn5z6TeZVCAcuF6pe4XZodepjqXXbDdhcxTazodO0cqISUT4ILW4rsSKx+YS14QrL/w0ViwicuyGJylub0jq/I07zifcMQUAf+EBiiZtSOpxiiIs3I1objogJsshYi3LngvTsFDUDLLj98gYEnb9vQWNqxDc0xNVq8nAqFq/Ii1GXKgpjkVxe3L9L/sc+5DUx9QJtd5GIpUpcnwMh8Ps37+fmTNnTgghcODAAcrLy4fVxHw8MQyD9vZ2L+3RwyMF5P43XAZSUVFBZ2cnkUhkvIeSFLIsU1VVxYEDB5J+TIFewC3n3JLY/v3rd/Kp0p4r9iMhsIC67/T08LmWPdQQZtd7pWx9V/SIaSubzCtLrwLEIuS01fcmNwBXpW5DjyFJxaznUbRQUg9VNS8FEg4Sa1b2iDXbtnEcG1XLjhQhj7FFlmQ0TcOw+jZ672xYhNEtDCkKK9+loPLt8RriIQwm0gDaS3oMN0ZiKHKwUHNSWKPW25q/ehiOj5qssaBiwSH/j6c8VlZWUlBQkKphZizRaJS2tjZqagY3VckkmpubEy1+PDw8Rocn1MYBTdMoKSnJqqhaZWUl3d3dhELJiR2Aaxddy0lTRMhsb/tegrWPcHTse7vFhhe7IToXmq4Tf/PhcjPiIv3UE3OxYnd1XzrjQ3QWCtv9ubvWM23v5qTO39Uyn5bdpwMgqwYVc55J6nGyJHspkDEUWcbn92HZVnb0WctyO36PsUFVVCSkRONugUxwz+mJrUkL7ycT3vCOYxMOh5FkmYDff4hIg56IGoxMqB2S+mhLpKqMunez66EiaoZtUNtRC8CCigXoin7IPhMp5RFENK20tDRrRI/jODQ1NVFVVTX0zh4eHkPirWTGiaqqKpqbm7PGDl5VVaqqqti3b1/Sj5EluY9d/582/JHrCzoTb7qnu6DDhgOfBTOWIXEqLZxEC63BAGvXTAXA8OXxzHmfTBxn2eq/ITnJPW/7Nl+TcHQrrHqHQMmupB7npUD2ELfudxyHqGFktHi1bAsXN2sK7j3GCUncMLMsq8/7OdR0ONEu8WWUX76Dwuo3x2uEANiWRXd3GE3VCPj9MICzYVtvi/7gCCJqB5mJANhmatIf+0TUhvhY7mnbk3g9FtcsPuT/Ey3lMRqN0tLSklXRtLa2NhRFoaioaLyH4uGRE+T+N12Gkp+fj8/nS7pHWSZQXV2dKGpOlhOnnMhHjvoIAF1mFy+8/X+8L5atEnXh8RA4+VD/9Z7HfI7taNisem4GnZ3ijuqbi8+hbqpIg6kI1rNo83NJnd82Ctm3+ZrEduXcFUhScimNiRTIXGsCPQKEdb+O6zoY0cwUa3E7fl3Vc96q22P09G/XnzlRNcs0CUci6JqG7vMNKNKgb0SttHl0Qk2PC7UU1akNp9l1byORgxtdu67L7t27J0zKI4gecaWlpVnlatnY2EhlZaX3HezhkSI8oTZOSJJEVVUVjY2NWWPVr6oqNTU11NfXD2vMPzn7J+Rrwsnx0W2PslzaTX7sO3xdBGpNaHsfhI4Xf5tChKupxTBUnl0peqkhy6y46HOJYy5Z+wC+SHJpmME9pxFqPgwAPa+VkmmvJPW4RArkQXfdJyrxyJokyUSj0Yx7TmzLRpZlz0DEI2kSje572fV3Nc8nEhLCJ690N8WT1o/5uEzTIBKN4vPpQqQNQaigNGG6NKLUx14fGTUmTFNVpxZPfQxIkD/EIQdzfGxoaMBxnAmT8hgOh2ltbc2q+XZ1dREOhykvLx/voXh45AyeUBtHysrKME2Tzs7O8R5K0lRVVWGaJq2trUk/ZnLhZL5z2ncAEfX4y+t38JGSHqH3YKe4Z133Xz0Lhg+xl2rCbFxfQ31dIQD10xeyafHZAASiXZz86oNJjkCmbuPHcB3xdi+dvgbNn1wk00uB7IskSfh0HUVWiEaifRa440ncjl/17Pg9hkGi0b3R+/MtEdzdE1UTDpBj9D53XYxolGjUwO/zoWmH1mj1iyTTXiRqgsqC+2CYn8uDzUQgNRE11+1JfaxUBw0KAgM7Pk60lEeA+vp6Kisrs6Y2DYQlf1lZmZd67uGRQibGN16GIssyFRUVNDYO3055vJBlmUmTJrFv375hRdW+tORLzCyZCcCGAxuoalvD1Nh3+W4TNkYhMg+aPiz+5sfhs+wEJJ7sZdf/7HmfxNDEhevot56hrKUuqfNHOqbRuP3C2BxsKuetIFnl5aVAHoQEuqajqipGNIptjX+dZcKOf4Is4jxSh6IquK6L1cvltTs4l0iHiGQEiusombIu7eNwHYdINIJhmgT8fnHTYRi0xZwfVdukqKN5eOfuJdRSmfrY5Qp3Xxja8dF13YRQq8qvoipfCE/Hcdi1axdVVVXk5+ePekzZQCgUorOzM6tq00zTJBgMeiYiHh4pxlvVjDNVVVV0dHRkjVU/kOiN0tyc/GLAr/r55bm/TGz/7+u/4VMlPcLnkU4w3JixSCxr4jSaOYEW6vYWs/lN8eXfWVzJS2cINSe7DstW30Oy9mQNWy7F6BYHzyvdTUHlO0k9TpZkdF3Y1GeL+UvaiZkx6JqOYRrj2mvNtjw7fo+RE7frN02z180niZbdyxL71Cx8AKT0ffbjzo6O7ZCXF0AZQURiVM6PUk9ULZVmIn3q04aYUku4hQ5D1D/3Tnusra1FluWsSgEcDa7rUldXR3V1ddb0TQNRm1ZYWJhV9XQeHtmAJ9TGGV3XKSsrG1aPsvFGkiSmTJnC/v37cYaRYnPZgss4Y+YZAOwP7Wfvrvs5wS/+1+7A813gFMC+r/U85vPsQMNh5ZOzMQzxdn1l6ZW0xlzOZtRuZvauN5I6v2P7qdv40cR2xZxnkJXkBLIiy6iahpHhrodjjaIqoteabRE1jLGvt3TBsAxUTfPs+D1GjKqoSFJfu/5w20zCbdMA8BceoHTamrSc27Z72e8HAsjyyGos21Pk/BivUbNTUKPWNgyh1jvtMe74GAwGaW1tZdasWRPGnKK9vZ1oNEp1dfXQO2cItm3T1NSUVRFAD49swVvZZAA1NTUEg0EMwxjvoSRNSUkJmqbR0NCQ9GMkSeL2829PLKjvefMePpTXRnxZ8myXuAPb+n4IHSv+NpUwV1FLZ4efl1dNB8DSfDx94acTxz199d9R7OTSEjsOHEvbvuMAUPUuyma+mPT4NUVFlhVMw/Lq1XqhyMJkxHWdMTcZiaejaooXTfMYBf3a9Uu07OkVVTv8QUjSMTZZLNMkHO6x3++vR1qyjLqX2kERNScFqY+9e6gNKdQOcnyMRqPs2bOHmTNnZlWd1mhwXZf6+nomTZqUVaZITU1N+P3+CePG6eExlnhCLQPw+/0UFxcPS/SMN5IkMXXq1ETz0WQ5qvooPnmc6IkWtsI8+eZdXCq8QjCBxzoBqa+xyIfZQxURXl41jbY2ccF+94jT2T1T2DeXdDSyeONTSY+hftN1OJYo0i+evB5fwf7kHigJlzjHtb16tYOIO0LKsixMRsYgRdRxHSzLQld1z0DEY9TE7fpNo+f7LNI+ne7WmQD48psom7E6NSeLmYZEolH8Pt+Q9vvJ0MeifwRCLZ76mMoatbYRWvMvqlzEe++9R0VFBSUlJaMeR7YQDAZxHCdRXpANOI5DQ0MDNTU1Eybq6fH/23vv8EjOKm/7rq7q6qCc0wRpNHkcxtnGCRywMZhgTFrwi20yS16WZZfF4BdeYFmCDct+ZBaT1mCMccDZxjnb47E9nhmlCUqjLLU6V/j+qO5SGGnUrTBSS+e+Ll3q6kpPt7pLz6/OOb8jHE1EqC0Rampq6Ovrc2p9coSCggLy8vKyTtv82uu+RpGvCIC7W+7mDGsvhalP4vNxaEtAbBP0pdqf+bH4OM0Yhsp9d61znlQU7nrTJ7FS0bnTnrmFYHgoo/Mno+V0vfr29GGo2HAnmbq6uZb9SalXm4yiKI7JiNdLIr7wdWtG0sDjUVG13LnzLCxtvLqGZZkTvtsTatU2/wXFM7drdLoeLWkkCQQCWZuGTEeooAwzlTZZOodeal439XGehdoMEbXmgWbn/B4vBQnn7l1dXd2cx5ArWJZFZ2cntbW1OeVs2d/fj6ZpFBUVLfZQBGFZkjtXg2VOMBgkPz8/pxwgwflH2tPTk1XaZnmwnGtfe627/Iunr+OqSXb9lg3dn4BkqfPcufRxEgO8vLOK/W3OP4RDtet5/uQ3AqAnY7zmiT9mPIbe5ouIDq8CnPqTotrM6tzAufOueTUSSalXOwwFvJqG7tPdurWFeI9My8I0TLy6pDwK84dH8aBp2oSbDPFQHeH+9QDowQHK6h+c9fGNZJJIJAqKQiAQmNf0NtujMlJYAaRq1LKsF7VdoZaOqM19ejA+9bHiCC81YSZoH3EcfDeWbGR4YJiGhoacEixzpbe3F1VVKS0tXeyhZIxt23R3d0s0TRAWkJVzFcwBqqur6e3tzalITTAYpLi4mM7Ozqz2+/gpH2dT2SYAXu17lUDf/TSkbiy3G/BsDMxC6Pz82D6fogkNizvvWO+2CXrwwquJ+RzL5m2vPkLlodbMBmBrtL9wtbtYVv93VD3zfnZezYtHkXq16VBV1a0rmfdUSBuSiQSaVxMDEWHe0TSnHcd4u/7+cX3Vqjb/FUWNZ3fQcamOPp9OwO+ftWnIkUinP+rJOPmhzHpFpllI18ciD/iO8FXdN7TPvaHTEGxg7dq1+P3+OZ8/VzAMg66uLurq6nJK8KT7qeaSuBSEXENmOUuI/Px8/H4/vb29iz2UrKirq2NwcJDR0dGM9/GqXq6/+Hp3+WfP/pgPFY1Nfm4fhZgFg2+G0e3Oc2uIcjntdHcWsON5x10qkl/M3y+4EgAFm9c+fEPGd5LDAxvpb3stAB4tQfm6+zIev1uvZkm92nR4FA8+Xcebcsucr1RI0zSxbVtSHoUFQVEUdE0nmUy64iERrma017mx5PUPU95wf8bHsyyTSCTipjp6vfqc69GmY6h49oYiYzVqNmDP2UzEtGEkdUMtW8fHlTbx7+zsJBgMUlhYuNhDyRiJpgnC0UGE2hJCURSqq6s5dOhQVrb3i43P56OqqoqDBw9mZc9+0fqLeOMGJ3WxP9rPq02/46xUC5aQBfeFAQ90fBns1Cf1/7CPcmLcf/c6YjFnZvHM6W+lt9yx0a7tbmZT0xMZj6HzlXdhxB2nqoLKVwmUZBiRI91fTXf6qy2Bps9LEsWJUKQt/GPx2JxSIW3bJmEk8Iodv7CAqKqKoigTvtcD+89x7wFVbboVjxad8TjpVEeP6pn3VMepGCoas0fP1qLfGiemNOw516iNWGP3ZWYyEmkebHYfn73x7DmdN9eIRCL09fWxZs2anBI8w8PDJJNJysrKFnsogrCskZnOEqOoqAhN0+jv71/soWRFdXU1hmFk1QQb4HsXfQ+vx8l5vPGVG7nc30t6vvD3CPQZEN0Cfe92ngtg8XFaCId1Hn5wLQCWqnH3mz7hHvOsR/8XLZlZfzQzUUDHS//gLleuvysrswBVVZ2IkdSrHZG0hX/aFdIwZpcyahgGCgqa2PELC4kCXt0xDXKjapEKRnu3AqD5RqlovGfa3dOGIelUR79/9v3RsmF4Dhb99rivlBdrzjVq45tdV83wdd3Ts8d9fELNCXM6by5h2zYHDhygqqoqp1I909G0qqqqFVVHKAiLgXzDlhjpqFp3d/fRbx48BzweD2vWrKGjoyMru/6NZRv51GmfApyC8r+88CPemTKPMoFbU9mU3Z8Eo8R5/Dp6OZFBnnxsFf19TgiuZeOp7N14GgAF4QFOfu6OjMcweODssbSmwBAlqzOPyIETMdI07aj3EMs10hFI3euklcUT2b1faTt+r9crdvzCgqN6PKjaRLv+gf1nY9vOh69iwx2o3vBh+7mGIUAwmEp1PEqMT33M1qLfOkyozbFdQIaOj6FQiLahNgCq86upyKuY03lziXT/1FxrFD06OkosFqOiYuX8rQRhsRChtgRJ5+enC3VzhaKiIvLz8+noyG6C8OVzvkx50Okb89D+hzgu9hIlqU/mS3FoSoBZBJ3/NLbPJ2nCY8Hdf2t0n7vnjR937alPfv52CkKZRvcUDu64GttyTlqy+gm8gewimmIukjmqpuLz+1AUJavoWjKRsuPPoUawQm6jeVN2/akUyGS0jNChY511eoSK9Xe6206Ooi2UYciRGCkod1uWZF2jNkGo2XM2E5ng+DiNUEskErx64FUiZgRw+myuFAzDoL29ndWrV+fcNa27u5uKioqcG7cg5CIi1JYguRpVA1i9ejUDAwOEw4ffaZ6OIn8R3zz/m+7yz565ng8Wj/2Xv3nEKUwfeCuEU//H64nwdtrZu7uc5iYn1NZfsYanX3MZAJqZ5KzH/pDxGOKhOnqanHo5xWNSsf4uslJc0gw7K7KNrpmmiWWJHb9wdEnb9SeMhHs5GNh/lntTp2L9Xah6aOoo2iLUG1mqRqjAqRkq7c/Oot8eN+f2Ys3ZTGR8RK1qivm8aZp0dHQwyNgNye1V2+d0zlyis7OTQCCQcw29I5EIoVCIysrKxR6KIKwIRKgtUcrKykgmkwwPDy/2ULIibSxy4MCBrETmVduvYnv1dgBaBlswu//GxlTGULcJT0YBD7RfA6nMI97PPsqJc9ft6zFN58mHXvd/CAed3MlNTU9R27E74zF0734r8bAT2QuW7Ce/YlfG+0LK5dDnwzCMrNI/VzKTo2vJZPLwz40NyWQSTRM7fuHo49WcGtpkyq7fiBcz0n08AKo3RmnDLYsaRZtM2qLfH48QDGf+/+Pw1Mf5q1GbnPpo2zZdXV14vV76zLHMh+Orj5/TOXOFXDUQAejq6qK8vNxJQRcEYcGRWc8SxePxUFNTQ0dHR85F1WZjLKJ6VH5w8Q/c5V88/3M+WBhxl/82ChELoluh/53OcwEsPkoLfb15PPt0LQDxQD4PXPRBd7/XPvwblAwdNG3TR8eL73eXyxvvxaNmZkqSxqN43ChRLvXDW0zc6JquY5omsXhsgtueYRrYto2mSTRNWAQU0DUdY5xd/8D+12Cl/OyrNz1AYUl80aJokxkqnp3zozVOX+rz4Po4lLrseoDSSdq1r6+PZDJJTU0NLYNj1vwrIfUxbSBSWVmZUwYiAOFwmJGREWpqahZ7KIKwYhChtoQpLy/Hsqycc4CcrbHI2WvP5p1bHRU2HB/mmVf/h/ODzrqIDXensim7Pg1GynDkfHrYziAP3ldPJOJM5F846Q10VTu1a5V9+9n66kMZj2Gk+wSGOk4GnBqU0oa/Z7xvGlVTnXSphDhBZoOqqvh9fjRVI5FMEI8nMC2LZDKJ1+vNuTvPwvJB1VQ8HhUj6bTiGA3pDBw8LrUuSc2Wvy3yCMcYmqXz43ybiaQjamUqqOMONTw8zPDwMHV1daiq6vZQ01WdTWWb5nTOXCBtIJJrYse2bdrb26msrJRomiAcRUSoLWE8Hg91dXV0dnbmVF81mL2xyLcv/DZ+zbnLePOrN/NGbwd66p/8oxE4ZIBZPNFY5NM0kYyqPHhfAwC2R+WuSz/prj/z8T+ix8eiczPRsfMKTMPnvI6a5/EVdGb1GsBJl1JVVZwgs0UBr9eLz++8/4lYHBTwqHKpEhYXTVUxDINEMoGmeQl1nI1lOuqmrOH+rA2IForZNr0eX6OmYWEmZ/+dS9jOzTWYaM0/OjpKT08PtbW16LpO3IjTHmoHYGv5Vrzq8hYAuWwgMjIyQjQazTmHSkHIdWT2s8QpKSlB0zR6e3sXeyhZMxtjkbXFa/nCa74AgGmb3PjcD/mHVPTMAm4JOY8HLoPwMc7jeiJcRgfPPlXLoe48AA40HM8rx5wLQDAW4rRnbsl4DMloGd273g44mUwVG+5MnT0LFNC9Oh5FJRGXyFq2eBQPXl3DTjk4xOOz770mCHPBsp2obiKZQPEoKIqCV9UwjXyGO53ou0c1qNr010UeqcP4iFo2Fv3jI2r6HF0fp7Lmj0ajdHV1UV1dTTDopErsG9rnXhtXQn1arhqI2LZNR0cHNTU1OScwBSHXEaG2xFEUhbq6Orq6unKu5snn81FdXc2+ffuyigh+4cwvUFdQB8BTHU+xLvQMFan/DbsTsCvOlMYiJXaCu25f7xqd3fuGj5LUHEeS7S/eTfFgV8Zj6G25iOjQagD8+Ycoqn0u431dFND1lBGB2PZnTTJhoGkaAV8Ar+YlmUweVr8mCAuFbduOI2ksjmVZ6LqOz+fDtm33Wjx48HQsw7nGlNY/hB7sWcwhAzBSWIGdajQ424jaXFMfByc5PsbjcTo6OqioqKCgoMBdN74+7fiq5S3URkdH6e/vz0kDkcHBQQzDkL5pgrAIiFDLAQoLCwkEAnR3dy/2ULKmuroaj8dDV1fmIilPz+PbF37bXf7Zsz/kw8Vj//lvCYFhQ/QY6L88tQ8mH6WFttYS9rzq2FMPl1Tz+NnvAkC1TM559HeZD9xWObjjanexrP4hVD2U+f4pFEVB9+nYtkU8kRCxliFpO37Nq4HiNBX3+/2oqpqqX4vn3I0LIUewnRS1WCyGaZroXkegqarqRHq9XhJGAtu2sYwgQx2nAODxmFRtvmVxxw6Ymk4o3+nFuVg1akPj7suVKSbt7e0UFxcfFkmaINSWcUTNsiz27dtHTU1NzhmIWJZFR0cHtbW1eDwyZRSEo41863IARVFYtWoVPT09JJO51aNLURTq6+s5dOhQVimQ7znmPZyx6gwADo4cZPDgXzjGKVui13Tq1QC6PjtmLHIhPRzHEHf/bT1GapLx2LnvYaTQsdxft28Ha/e/mPEYIgMb6Gt7HQAeLUF5470Z7zsej+JB9+nSYy1TprHjVxTFrV/zeDwkEo7hiKSVCvOCDaZhEo1HSRpJdK+O3+dH1SamemmqhoLiGiUNtZ/m1rSWrnkUX37mN6UWinT6YzAawh8ZyWifyULNmoM9//iImjLUR15eHmVlZYdt1zzQ7D5ezo6PHR0daJpGVVXVzBsvMfr6+vB4PFP+/QRBWHhEqOUIeXl5FBYWZhWZWioEAgFqamqySoFUFIUfvGHMrv/XO/6HK/NDpO/x3h2GUcsxFun6zNh+n6KJ4QEfTz6+CoCkHuDeiz/irj/3kd/iMTN3oux6+V0YcSdVp6BiN8GSlhn2mJrxPdZyTWwfbQzTwGZ6O/50VMPpvwbxaNx1iBSErElF0KLxKIlkAq/mJeALOAJtqqBSyvDGMAws28Iy/QwdPN1Z5bGo2nzz0R3/FAyPNxQZyMwMaWLq49zs+cfXqFV7Faqqqg5L97Ntm9bBVgBq8msoD5bP+nxLmdHRUfr6+qivr8+5lEfTNOnq6qKuri7nxi4IywURajlEXV0dfX19xGLZ9fZaCswmBfLk2pO5cvuVAISTYR56+Wdc7HiFELPhb6lMxP7LIbLVedxImLfRycMPrCUUcmpHXj7+fA6s2QZA6WAXx710X8ZjMJP5dOx8r7tcsf5uFM/shFa6X5g0xJ6etHGDrukzTgzS76cv4Ai2RDwl2ExTUkyFGbFtm2RKoCWNJF7Ni9/vd24QzDAnVdUxu36Aoc6TMZMBAEpWP4m/oH2hh39EZuP8OJ+pj4Pm2BdwS1X5lN/l3kgvo4lRYPmmPeZyyiNAT08PPp+PoqKixR6KIKxYRKjlEH6/n7KyMjo7s7eLX2xmmwL5zfO/Sb6eD8AdTXdwvtJGIPU//8kYdCQBdaKxyJW0kZcwuf/uhvTJuftNn3CPefpTN+OPZl5vNnjwTEK9WwDwBoYoWf14xvtORlXVsYbYYopxGEbSwONRs3IWcwWb34fHo5BIJMZMR0SwCZNI3wyIxWKYhuFG0DRNyypq4NU1TNPENE1s08fgQSdVW1Fsqrf+eaGGnxGz6aVmTTYTmaXro41NX9K5tvkUm2Jt6mlGun8aLF8jkVxOeTQMg+7ubommCcIiI0Itx6ipqWFoaCgrsbNUmE0KZHV+Nf9+9r8DzgTrN89ezxVFzuzbBv4SAtuGyHGOZT9APiYfoZUdz1fT0e6kLXau2swLJ14EgD8R4Ywnb8pi5ArtO67ESs1kSlY/gTfQl8X+E1E1R6wlkgkRa+MwLQvTGDMQyZbxKZFp05FoPOqmqAkrG8u2nLrGWNw1CfH7MougTYVH8aBpmpPKbMNw50kYCSfkX1z3DIGiffP7ArJgqGis11WmFv0TI2o25ixq1GxsBvoHGbGdfStUhenm+Mvd8TEUCuVsyiNAV1cX+fn5E1w6BUE4+ohQyzF0XaeysjLrRtJLhdmkQH7m9M+wrmQdAC8eepGqoUepSU0qWpKwM+487vwcGIXO44s4xDEMc+c4u/4HXv8h4rqTnnTsKw9Q3ncg4zHEQ3X07H0T4NShVGy4i7mEa1RNddzjRKw52E40TdVU1Dk6i6UFm9/vx6s5tUTxWJxEQoxHVhwpg5B4PEE8Gse2nWuo3++fvgYtC1RNxbZtp67S8jJ44DXuuuqt2dwMml+Gi8Zs1DONqNkT+qhZWFmmPtrYDA4MMpxMYKRMgKqmLjMFJkXUllnqo2VZ7N+/n9ra2pxMeYzH4/T29lJXV7fYQxGEFY8ItRykurqaSCTCyEhmbl5LiXQKZE9PT8ZRQZ/m43uv/567/NNnf8SHi8fqxP4agqQNZslEY5HP0ETngQJe3lkJwGhhGY+87goAPLbNuQ//BlfFZcCh3W8hHnYK3oPFB8ivfCXjfadC0zQRaykm2PHPE4qiOLb+Pj+6rmPb44xHJC1yWZNOb0wbhHg8Cr6AD59Pn9eGvembAslkEsu2GO46gWTMiUAU1ewgWNI8wxEWBsPrZzRYDMwu9VHLskbNxmZwcJBYPIZaMmYKUnmEr3PzoPPe+FQfG8s2ZnyuXCCd8lhZWbnYQ5kVnZ2dlJSUuI3JBUFYPESo5SCaplFTU8PBgwezaiS9VAgEAlk3wn7zpjdzfsP5ABwKH+Jg642cmLpROWjB31N2/f3vgIhTTkYjYd5CJ/fcuY5EwvmoP3nm2xkorQVgdcerNLY8m/G4bUunfceV7nL5uvvwaNGM958KEWuOqUPCSKB5vRPs+OcNxakN9Pkc4xGPRyFhJIjGok6tYA5+h4TDsW17QvTMsix0zYmeeRfqs0XKrl9RUuJfY/DAWe66xYyqpQ1F8sND6LGZb4rN1vXRFWmxGBUVFYQYU2eV02jimBGjM+TUWm+t2Irmmb8bNItNrqc8jo6OMjQ0RG1t7WIPRRAERKjlLOk7dT09PYs8ktmRToHM1BhFURSuu/g6d7L1+5d+x3uDg+4H+L5RGDZxjEW+PLbf1bShjXh47OE1gNMM9p5LPuauP+fR36EaiYzHHTq0naF2p8Gtpkcoq/97xvtOx0oXa2kHTK+68JO1dAQk4Auge3UsyyYRixOLxdyoiJBD2E40NpFIEIvFSBjjo2c+VE1d+MnyJLv+kUPHkYwWA1BY9TJ5ZbsX9vzTMFQ8VqeWiUW/NSn1MZMatXS6Y1qkeTXvBGv+6SJq+4b2ud+17dXbZzxPrmCaZk6nPNq2zYEDB6iursbn8y32cARBQIRazqIoCmvWrKGrq4tEInOhsVRIp0D29vZmnMJ5TOUxfOxkR2TFjBh3v/hj3pyqc04AtztOz0S2Q//bnMf5mHyIVh57eDVDQ84/nj1bzqSl8UQAikJ9nPjCnVmNvWPnFW6D28KaF/AVzL1ecKWKNcu2MAwDXdPnXC+UFYpTX5SOsmmahmVZxKIx4vG4GJAscSakNqauf7quE/AFFjR6Nh2q6jiVJhMG2CoD46JqNdv+xGLk2Q5n6fx4WMPrGVwf0yItnohTWVmJV/MCE5tdTyfUxtenLadG1wcPHsTr9eZsymNvby+WZeWkS6UgLFdEqOUwBQUFFBcX096+uD17ZksgEGD16tW0tbVl3AT62tdeS7G/GIB7Wu/hDHMP+alP8bMx2J86TNfnwEiJuDfQzUZjlHvvbHSeUBTufuMnsFKTuVOevZW80cGMx52MldL9yjvSh6Jyw53A3Cf1K1GsuXb82vzVDWVL2r3P5/PhD/jxeDyOAUmqnk1E2xIgFTlLJpNEY9FUaqPtpjbqeqr2bBEzzTSvhmU5dv2hQ8eQiJQCkF++h/yKudWzzoZsLfon1qjZGEdIfRwv0ioqKtDGRcOHxn1VphVqy9Dxsb+/n+HhYRoaGnIy5TGZTNLZ2cnq1avxzNHQSRCE+UO+jTlOXV0dw8PDhEKZ9wVbSpSVlVFYWEhbWxt2BsYeZcEyvva6r7nLv3rmOq4sGpsZ/GXE8QcxyqD7U2P7fZomXn2pgv1tTuPO3uoGnj3tzQDoRpwzH78xq3H3tl5IZMhJp/Tl91BUl3mt25HQNM217l/uTbHTdvxefenUp4x3jEzXsxmGQSwac9MjpaH20cGync9HIuHUEyYSCSzLxqt5x4xBjkZqY4ZMtOv3MLD/bHfdYkTVsm16Pdn1cboaNcu26OvrcyJpFZUTRBpMiqhNc/9luUXUYrEYBw4coL6+Hl3XF3s4s6Kjo4OCggJpbi0ISwwRajmOruvU1tZy4MCBjITOUiOdwplIJOju7s5on4+e/FG2lDuOIbv7dhPsu581TtYN+w14PuY87nsXRDc5jzcyyqV0cuft60l7R/z9giuJ+p1m2lv3PEp1dxYObbZK+wtXY6e6bJfVP4Sqz48LZ7rPWjKZdHs0LTtsSCYSaF7tqKepZcp40eYP+FPpkfYE4SDRtnnEdsR7Mpl0DUESxri0Rn8An09H05buZ0bTNGwcu/7R3q2uS2xeaQuF1TuO6liGi8bS7zLppXZ4w+vD32PTMt30uMrKyikdNNNCrdAD/in+TLZtuxG12oJayoJlM45tKWNZFq2trVRUVOSsyBkdHWVwcJBVq1Yt9lAEQZjE0vxvJ2RFOh/+0KFDizyS2aGqKuvWraO7uzujyKDm0bj+4uvd5Z8/92M+VBh3l28dhbgNaBONRT5AG9EuHzued4rso8EiHrzwane9Y9ef+aQ7Mrie/rbXAeBRk1Q03pvxvjOhaiq6z4dhGCSSiWUn1kzTxLbtRU15zIax9MhUqp1XR1HGom0i3GbBJGEWjUVJxJ2UxrQhSMAXWBJpjZmiKAq6pqeMaWwG9p3rrnMcII/eZyOhB4kEnMaSs6pRmxRRM0yDnp4ePB4PFRUVqJ7Dv7uWDSOpl1gxzVe7J9xDOOm4UC6HtMeDBw/i8XhytueYGIgIwtJGhNoyINeNRQCCwSB1dXUZ16td2Hghl268FICB6AB7mn7L6U4va0YseCDlRh0+EQacDEcKMPgQrdx/9zpiMWcW8eypb6ansh6AmkMtbN7zeFbj7nrlXW7fpPyKPfPaN0n1ePD5fZiWSTyRyMmI6VSk7fgXw/RhPlAUxW1Yno626drUwi1pGK4oXemkUxmnE2bjo2buZyMHxNlkVFXF4/FgGibh/o3EQk4KYrB4P0W185MinSlDqahaYagfb+LIrUTsCUJtoj1/0kjS09ODT/dRXl4+7fd2xBqTotM1ux5fn5brjo8DAwMMDg7mbF0aiIGIICx1cm+WJExJrhuLAFRUVJCXl8e+ffsymth+76Lv4fU4OY83vnIj7/D1uB18HgjDQCoFp/PzYOY5j99IN2vCMR5+cC0Atqpy15s+4R7zrMf+F28ilvGYzWQenS+9b+w1rL8bxZOZMUomeBQPPp8P27ZIJJaHfbxhGCgoh9W25CoexTOtcLNMy0mVjEYdE4z4mHhbDn/LKbGnEGXRKLGoY58/nTDLlajZjCigeb0YSWOKqNqfOZpRtfEW/SUDXUfc9rDUx5RQiyfi9PT0EAwGKSktQTnCHykTa/7lUp8Wj8fZv38/9fX1ORuJEgMRQVj6yDdzGZHrxiKKorB27VpisVhGaZzrS9fz2dM/C0DSSnLLC//FZU6mDwZwW+ptMMqha4KxyF6efrSO/j4nBNe2/iR2b3kNAPmRIU557tasxj148DWEerYC4A0MU7Lmsaz2nwmP4kH36YBNIp7I6Ql+2o7f6/Uuj0n5FIwXbj6fI0bS4s3jGRNvsWjMETCxmBN9SyYxDRPTsnIiAmfZFqZpYhiGK8hisdi0oswf8C9PYTYFqsf5DCQTBpHBRqLDTlpcoLCD4lVPHrVxZOP8OFWNWjQapbe317kRWFR8RJEGMLhCHB/TdWnl5eUUFxcv9nBmjRiICMLSR4TaMiLXjUXAKcZft24dXV1dhMPhGbf/0jlfojLPSe955MAjbI/vpCj1qd4Rh5ZUJmjfeyC60Xm8iVHeYB/i7r81use555KPY3qcmcWJL/yNwuFsGokrtO+4Est09i9Z9STeQF8W+8+MR/Gg6zqK4iEej+esWEsmUnb8U5gQLFuUKcRbICXedMccQ1EULMsmaSRJxONOBC4l4uLxhCvkkobhiLlURC79Mx81jLZtu8czrYkiLJFIjAmxWHRMjKXq8mzbEWRpR8ZAIHCYKMvFNNe54Nr1GxYD+89xn6/Z+mdQjk77jeFsnB9VSHkj4cXGSNr0D/RTUlJCYUFhRucbysDxsXnASQ/3a342lG3I6LhLjY4O573M1bo0EAMRQcgVVtZ/zhVA2likpycbobG0yMvLo7a2ltbW1hkt6gt9hXzz/G+6yz9/+no+UDzOrj/kFLijQfu/j+33QVrp3l1Ic1MJAINldTx51uUAaKbB2Y/9Iasxx0dr6dn7JgAUj5XqrTa/YllRFHy6jupRicfijk18DmGaJpa1tOz4FxOP4kFVVbd/XtqoxI3A6TpezYuqelAUxRFSpuWIuYTjihiLxohFY0SiEVfcRWOOwJvpJxqLuqIrGhkTX7FojEQ87raIsCznc+zxKE77CE1HT/WcCwQCbh8zr9eLqjmCLFfrdeYTj+JB83pJGAmig/Xj2nkconTNo0dlDLPtpebFIpmwKSsrIy+Yl/H5Zmp2HU1G6Qx1ArC1YiuaJ/euBUNDQ/T19dHQ0JCz6YJiICIIuUNuXmWEaUkbi3R2duassQg4gjMQCGRUr3bl9is5seZEAFqHWjG7bqcxZdffYcDTqRr68Mkw4PiPUIjBh2jjrtvXY5rOpPLh176P0XxHuG1oeYZV7buyGvOhPW8mHq4AIFB8kILKl7PaPyMU3ElxOpqRE9hOPcRStlZfMihjIk7VxoScrutjYi4QIBAMEAwE8Qecujif34eu6+heR+ClfzRNm/CTfl7XnG11nw9fYEx4BQNBNyLm9/vx+XT3M6dpGqqmono88nfMAG+qDjNpGBNq1ao2/wVFWfjv7lDRuBq1jJwfnWutFwssLwF/ILvzzZD6uG9oH3bqBtb2qu1ZHXspEIvF2LdvH2vXrsXv9y/2cGaNGIgIQu4g/2mXIQUFBZSUlLB///6cTYFUFIX6+npisRidnZ1H3NajePjBxT9wl3/1wi/4QEHEXb5jFKKpCUTn58EMOo8voYuyXpNnn6oFIOHP4/6LPuTud+7Dv0GxMo9a2ZZO+44r3eXydffh0Y7stDZbNE1D13U3LW2p2/cbpoGNjabl3h30JU1K1KV/VFV1BV76Z7JQG79OVcdElxsJk2DY/KGArukYhkFkuI7wQAMAvrw+SusfWvDTx/15RH1ORGymiJppmlietFCzsczspwfpiJoHKJ8i9XFCfVp1btWnmaZJS0sLZWVllJaWLvZwZk08Hqejo4M1a9bkbERQEFYS8i1dpqxatYpoNEp/f/9iD2XWaJrG+vXr6e3tZWBg4IjbnrnmTN5zzHsAGImP8PzuX3FuSpCN2nBvqtzNqIDuTzqPPcCnaeLv960lEnEExI4TLqKz1ilmq+g/yDGv/D2rMYcOHc9g+2kAqHqUsoYHs9o/G1RVHWffv3Tr1izb6ZWVdkIUhJWEqql4PCpGcnJU7RYUz8JnPQyn0h+LhntRk1OfL5lMEgqFJqQ+mkb239V0jVqpCuoUu+eq46Nt27S1taHrek7XdNm2zb59+ygtLaWwMLO6Q0EQFhcRassUTdNYu3YtBw8ezOkUSL/fT0NDA/v375/RXOQ/LvgPApqTqvOX3X/hUq0DPTVZeDgCvalMo95/gGjKR2QLIc6L9fHgfc6dbjwe7rz0k+4xX/Pkn/DFZjY1GU/HzvdhJp20mKKaHfgLF65lQtq+HxTi8TimtfTEmmmYTu+xlWQgIgjj8OoapmESGalmtM8x0NADg5Q1PLDg505b9CvYlAwebtEfj8cJh8MEAgHwOlOCqRpez0TSdm6KwfJzfOzs7CQWi+V0vzRwUh4TiUROi01BWGmIUFvGFBUV5XwKJDivo6amhpaWliM2w15dtJp/OfNfADBtkz8+/wPelbppaAK3pLsWeKH9mrH9PkQre56s4FC3kyLUvvYYXjruPAACsVFOf/rmrMZrxEro2vUOd7li/Z0sZO8kj+LBp+toqkYiHsc0lo7JiGVbGEkDr65LSp2wYnGMRTSMZJKBfWMOkFWbbsWjZt63cTZMZyhi2zbhcJhoNEpeXh4+nw8rJbD0WUTUZnJ8tG2b1sFWAFYVrqIkUJLV8ReLgYEBent7Wb9+fU6nbqdTHteuXSs3zQQhhxChtsxZDimQAFVVVRQUFNDS0oJ1hKjRP5/5z6wqdO4WPt3xNOtHn6Ys9T9pVwJ2x53H4VNg8BLncREGV7OPu25fT1rP3nfxR0hqjhvWcTvvo2Rg5kL88fS1XkBk0Gmq7cvvpbjumaz2zxoFvF6vYzKSdKzcl0LdWjJhuOYTgrCSUTUVy7KIjpQT6t0MgNc/Qvm6+xb0vENTWPSbpkkoFMI0TQoKCpy+hox3fbSxjOy+s+ONRKqm0DOHwocIJ53shFxJewyHw+zfv5+GhoacNg9JpzyWlZVJyqMg5Bgye1rmLJcUyHQzbOCIfeKC3iDfufA77vLPnvkhHygac1e7JQRmateOL4CZMjW7lE68rRp7Xi0DYKS4kkfPdWreVNvk3Ed+C9lEJW2Vgzuuxk41JiqtfxjNN5L5/rNE0zR0nw/DNIgnFrc5tmk4dvyaN3fvQgvCfOFRPM6NFCNB/76z3WtD5cbb8WiRGfaePcOTImqJRIJQKITH4yEvL29CdCUdUdOwsc3sLnnjrfkrpvjKj69PywXHx2QySUtLC7W1tTnfEDqd8pjLfd8EYaUiQm0FkE6BzMTqfinj8XhobGxkZGTkiH3i3rntnZy5+kwA2kPtjBy8mS26s+6QCY+ljBiNSuj+x9SxgU+zl3tub8RIpfw8fva7GCpy+tLVH3iJ+n07shpvdLCRvlYnhdKjJilvvCer/WeL6vG4vXEWrd+aDQkjIXb8gjAOTdVQUIiOFBPq2eo85xulYv3dC3bO8RG1ot4DRCIRAoHAYSINwB63qGFhJjNPfxyf+liV446PlmXR0tJCYWGh25s0V0mnPNbX10vKoyDkIDKDWiGsXr2aWCxGX1/fYg9lTni9XhobG+ns7GR4eHjKbRRF4fqLr0dJFUX95sUbuDJ/LJp11yiEU4Gm3isglvIR2UqI04aGefIxJ3XS0P3c+4aPuvud+8hv8ZjZ9T7q3vVOkjEn1SS/fC/B0qas9p8t6bq1dL+1o50KmUy9T7lc0yEI804qRdkwDPr3nTUWVdvwN1RvdqZFmRL1FxD3OqkDZf2d5Ofn4/P5pjTFsMZ9XXXsrOrUBscF72eKqC3l1Efbttm/fz8Aa9asyWnzkPEpjwUFBYs9HEEQZoEItRWCqqqsXbuW9vb2nE6BBMjLy2Pt2rW0tbURi01diH9S7UlcdcJVAISTYR55+We83vEKIWo7Yg1wjEW+PLbfh2nl+QfqCIWcENyuY1/L/rXHAlAyfIjtL2YXFTOTeXTsfJ+7XLH+bhTP9IYo84oyMRUyFo8dlVRIx0BE7PgFYSpU1bHrj4wUMNLtCBbVG6Viw98W5HyGYTBQUA5AyUgv+hHu2IwXao7zY+ZThAkRtamEWiqiFtACbCjdkPFxjzY9PT2EQiEaGxtzvs+YpDwKQu6T21chISuWSwokQGlpKRUVFTQ3N0/rBPmN875Bge7cRbyj6Q4uVNrwp3TD41HoSgXHRk+HwTc4j4tJ8r7kAe6/OxVmUxTuuvST2Kno3GnP/IVgZOpI3nQMtZ/hpjl5/SOUrnk0q/3nSjoV0uPxOKmQC+wKaSQNPB6nobIgCIfj1TUsy6Sv7Qxsy/k3XLH+LlR9/upYbcsiEY8Ti8cZLnEs+j22RfHQoen3mSTUsoqopS4rugJFk2YW0WSUzlAnANsqt6F6lua1YWhoiM7OThobG12DlVxFUh4FYXkgQm2FsVxSIAFqa2sJBoM0NzdPWYdVlV/FNec6Pvw2Nr955jreW+QIVAv4y8hYsXznP4OZMvV6M52MPp9PR7sj8rprN/DCyY6S8yWinPHEn7IcqUL7jquwTGcWVLzqKfRgb5bHmBsexYOeToVMuUIuhFg3LQvTMPHqkvIoCNPhUTxomkZ0NMhw13YAVC1O1cbb5+X4lmUSjUYxDINgMMBISY27brxF/2H7TRBqmac+2vZY6mO5CpMD6W1DbdipSN5S7Z82OjpKW1sb9fX15OXlLfZw5oSkPArC8kGE2gpjfApkPB5f7OHMCUVR3LuFra2tU9r2f+q0T9FY4nS33tmzk+qhR9xC96YkvJJ6C5LVcChlLKICn6aJu25rdIXcAxd+gJgvCMAxux6iondfVmONj9bQs/dSZ9wei4oNd7IY/vmapuHz+zBNc/4bZNtgJJOomioGIoIwA5qmYds2fW2nYZnORam88V40/+DsD2rbJJMJIpEoHtVDIBDA41Gn7aU2GWtc4MWbhZlIzIZE6nJ2pLRHWJpCLRqN0tzczKpVqygpyY3+bkdCUh4FYfkgs6kVSFFREaWlpcsiBTLtBGkYxpSNvXVV5/sXfd9d/tmzP+JDRWOpkreMgpHapfcKiNU7j49hhK0Ho7y803H8CheU8vB57wdAwebch27IzrsaOLTnUuKjzvECRe0UVL2U1f7zhUdxUiFVVSURi8+b0YhpmliWJXb8gpABiqLg9XqJhv0Md50IOO6wVRtvm9Xx0lG0eDyB3+fD7w+gpGqsMhVq9mShlmGN2uAMza7HG4ksNcfHeDxOU1MTVVVVVFRULPZw5kw0GpWUR0FYRohQW6GsWrUKwzDo7Oxc7KHMGVVVWb9+PeFwmPb29sPE2ps2vokL110IQE+4h462/+U4x72efhMeTrUwsnVo//ex/T5CK4/9bQ2JhPM1eeqMt9Ff5tyhXNW1lw3NT2U1TtvSad9xlbtcvu7+Be2fdCTSk0Q9FV2LxWNziq7Ztk3CSOD1eiWaJggZoqkaiqLQ23qKmxpd1vAA3kB/5gcZF0VTPArBYABtUn3VeIv+koxTHzOPqI13fKyc4j5N80Cz+/jYymMzOubRwDAMmpqaKC4uprq6erGHM2dM06S1tZWqqipJeRSEZYLMqFYoqqqybt06enp6GBlZ+EbMC43X62XDhg0MDAxw6NDEYnlFUbju4utQFefu4u9f+h3vCw64H/57whBK3REefQ0Mvd55XEKSd4S6eOzhNQBYmpe73/iP7nHPfvQPaMns0kdDPccyePB0wHF6K2t4MMtXOr+kjUbmGl0zDAMFBU2VaJogZEzKrj8e8THUcTIAHtWgavMtGe0+VRTNM4VRRyRYTFJznGzLMhRq2djzj3d8nCzUbNumdbAVgNWFqykJLI3UQtM0aW5uJhAIsHr16mXhUHvw4EE0TaOmpmbmjQVByAlEqK1g0v+g2trapnVOzCV8Ph8bNmygq6uL/v6Jd6S3VmzlH09xRFbcjHPPi/8fl+Q76+I23DE6tm3Hv4CZiri9hQ66HiphaMh5omnT6TRtOAWAwtF+Tnohe0vtjpfei5l0nEuKal7EX3gw62PMJ250zae7Nv7ZRNcs28IwDMclLffnOoJwVFFVxyG1p+UkLCMlptY+hB7smX6nDKJoE1AUN/2xeLAbZQrzJZii4XWGqY9DR4iodY92EzWiAGyv3p7R8RYa27ZpbW3F4/HQ0NCwLERaf38/Q0NDy+b1CILgIEJthZN2hWpra8v5ejWAYDBIY2MjBw4cOKwh9lde+xVK/M7d3Pva7uNMczd5qf9nT8XgYEqrJmvg0Mecxyrwj2Yr9/5tnfOEonDPG/8RM3XX+uTnbiM/lEWaEmDESuh65Z3ucsWGO0FZWMv8TFBVFb/PPyG6lslnwrXjl3oIQZgVmlcjmdAZOOjcBFI8FtVbbp5y20yjaJNJCzXVMiganloETjYTsTKMqB2pRm28kchSaHSddkRMJpPLolcaQCwW48CBAzQ0NKDr+mIPRxCEeST3r1DCnFAUhbVr15JIJOju7l7s4cwLhYWF1NfX09rayujoWKisNFDK18/7urv8P89cxxXFY7eC/xIa8wfpvRKiq5zHxzFM7cs2+9uKAOirXMszp78VAK+R4KzH/zfrMfa1XkBksB4AX14fxXXPZH2MhWB8dM2tXTtC3zXTNMWOXxDmSNquv6dtuxttL1nzGL78sRridF+0jKNokxguHqvBms5QZCFSH5ea42NHRwejo6Ns2LBhWdxcsiyL1tZWKioqKCoqWuzhCIIwz4hQE9x6te7u7gnCJpcpKSmhrq6O5uZmotGo+/yHT/ow2yq2AbCnfw/5vfeyKjWxaEvCjlTJma1D5zVjx/soLfz91gbSGYEPnf9+IoFCADbvfYKazr1ZjtDDwReuxradiVDp2ofRfNk10l5I0tE1TXP6rsXjCSx7UjqkDclkEs2riYGIIMwRTdMwDZ3+A6cCoCi2G1Uzkkki0QiGYRDw+zOOoo0nE+fHwxpeZ2omkhJqeQoEJ10KlpLj46FDh+jv72fDhg0539A6TXt7Ox6Ph9ra2sUeiiAIC4DMrgTASRmsq6ujtbUVwzAWezjzQmVlJZWVlTQ1Nbk94zSPxvUXX+9u84vnfsIHimLu8q2hsX5AobNg6DzncSlJ3nCojx3PO3elY4ECHnj9B9z9XvvwDTBZyMxAdGgdfa0XAI6BQHnjPVm/xgVFAW+q75qiQHxSOqRhGti2jarl/l1pQVhsFEVB13R6247FSAQAKFn9JIqviVg8jq7rBINBVG120evxzo+lA9NE1GZRo2bZMJy69B3J8TGgBdyelotBb28vnZ2drF+/Hr/fv2jjmE8GBwcZGBigoaFhWaRwCoJwOPLNFlwqKirIy8tbFv3V0tTU1FBaWsqePXtcsXb+uvN5y6a3ADAYG2Tv3t9wSur/9pAFD4bH9u/4VzBSN14vo53mO6uIxZzZzPOnvJHuKqd2rap3H1tffSTr8XW98g6SMSddJb+8iWBptpG5hcejeNB1HV2fmA6ZTCbFjl8Q5hFVVcEO0LfvNPe51cf9lWAwgNerwxxMIsZH1Er65i/1MWRBOvNxcrPraDJK12gXAMdUHoOaZRRwvujr66O9vZ0NGzaQl5e3KGOYb+LxOPv372ft2rX4fL7FHo4gCAuEzLAEl3S9WjQapafnCI5jOYSiKNTV1VFSUsLevXtdsfbd138XXXWKrv+064+8w9dDegpxf3gslSdZB73jjEU+HN3Hww84dv22R+XuN33CPdeZj9+InsiuL5plBOl48Qp3uWL9PSieRPYv9CgwIR0y4YzRo8olRBDmDcX5TvXuO4ZkPAhA6eod5JUemPOhR/NLMFLtM6ZNfZyFmciRHB/TtvyweI6P/f39HDx4kPXr15Ofn78oY5hv0nVppaWllJQsjXYHgiAsDDLLEiagaRoNDQ10dnYSDodn3iEHUBSFVatWUVRUxN69e0kkEjSWNvK50z8HgGEZ3Lrjh7w11R80CdweGtu/52qI1DoTluMZJviYj/4+JzVpX+MJ7Np2NgB50RFOfebWrMc31HEaI4eOAcDrH6F07aOzfKVHAQXUlDjzeFQ3HfKw+jVBELLCtCzi8QRGMomCTl/r6e666q03zf0EiofhwkoASgc6YYoWHIc1vM5AqC1lx8f+/n4OHDjA+vXrl1UD6M7OTmzbZtWqVYs9FEEQFhgRasJh5OfnU1NTQ2trK+Y0/XZyDUVRWL16NYWFha5Y+7ez/42qPCcd6NEDj3J8fAeFqW/E83FoSwW2bB26rhlLBf2I3cpDt9W7y/e+4WMYqpMfecKOOykaytY9U6F9x5VYpjNLKq57+sg9lBaZZMLAo6r4fE46pGVZh9WvCYKQGZbtCLRELI7Ho+Dz+9B9Ov0Ht5GMOeKiqPpFgqVNcz7XUMr5UTOTFI70HT6Ww8xEZp4iLFXHx4GBAQ4cOEBjY+OyEmlDQ0P09vaybt06qUsThBWAfMuFKamqqsLv9y+b/mrgiLU1a9ZQUFDAnj178Ck+/uOC/3DX//KZ67myaOwu880hp1AeIHQODJzjPC4nwZlNIZqbnJSTodIanjjb6YumWibnPPr7rMeWCFdzaI9TN6d4LCo23AUsvffdNE0sa8yOX1VVfLoP3ZuqX4vFHDOapTd0QVhSWLZFIpEgHo2jKOAL+NyaT4/iQdUCHGoZq1Wr2fqnOZ9zJufHiamPmdWoHSn1cbzj49GMqPX397N//37WrVtHYWHhUTvvQhOPx9m3bx9r1qxZNoYogiAcGRFqwpQoikJDQwOxWIzOzs6Zd8gR0mKtsLCQPXv28M7N7+Tk2pMB2De0D7vrNhpS5iHtBjw7ZghJ95fBSE1E3k47L99Sh2k6E5lHzn0voYJSABrbnmfNgZeyHlvP3jcRH3UmUoGidgqqds7yVS4QaTt+bZIdvwKq5tSveb1ekkaSaDzq9F8TwSYIE7Bsi2QySTwWx7ZB9/vQdf0wUx6vqjHYuZVExDEbKqjcRX75rjmde3gG58fJDa/nkvpo2ZZbo7amaA1F/qPT4yud7tjY2Lis+oqZpklzczNlZWWUlZUt9nAEQThKiFATpkXTNBobG+np6WFgYGCxhzNvpMVaUVERzU3NfOf877jrfr3jl1xdMFabd/soxFJ3jBN10PMR57EK/J/Bdp59sgaApC/AfRd/xN3v3Id/g2JllzZqW14OvnCVu1y+7n48WnbmJAuJYRrY2GjT2YMrzmdmfP+1WDy2bNJnBWEu2LbtCjTTNNF1HZ9PR50ufU0BXQ1wqHlyrdrs737MFFGbnPqYiZlIWqgpQPm4/btHu4kaTg/L7VXbZzPcrOnr63NF2nKKpNm2TVtbG16vV+rSBGGFIUJNOCKBQIB169axf/9+IpGlIxrmSrpmrbi4mJLREt699d0AjMRHeGH3LznL8QohZDkukGl6PwjhSmfycgJDWPfkE4k4s5Odx19A+6rNAJQNdnLcS/dnPa7R3mMYOHAGAKo3Rvm6B2b7EueVdBRA13SUGSzCFUVx+6+pquqkd8XjEmETViTp704s5ty00L06fp/fseKfAVVTGTm0jXjYSbPOL99LQWX20fo0Eyz6p0p9nCDU7Iz6qKVTH0tU8I67NBztRte9vb2uu+NyEmngmIfEYjHWrVs34/VXEITlhQg1YUaKioqoqamhubmZZDK52MOZN9JukKWlpVy95moCmqPObtl9C5dq7aTnLA9GoC/VA9z2waGvjqmNDyT38fjda50Fj4e7Lv2ku+6Mp/6MPzrOPjJDOl96L2bSGUth9U78hXO35p4rpmHi8Xgymlym8SgevF4vPr8Pj8czFmETwSasAManOE4QaJrqhJ8yxKvrHGo6w12u3vonZvsFChWUYaZ6mZVO0UttfOqjjoWZPPJADdu5mQWL6/h46NAht0/acjIOAccUpbe3l8bGxumzGQRBWLaIUBMyoqqqioKCAlpaWrCmsHXOVdJ91rat3saV668EnAnWH5+7jncUOpMhE7h1dGyfkddC/+nOBKaCBNueiXOo22mi2rF6KztOeD0A/niY05+6OesxGfFiOl95p7tcseEuUBYvfdCyLYykgeb1ZjXBTDNesKmqSiKZIBqPiumIsCyZL4GWxqN4CPdvJRYqByCvtI3CmudnNTbbozJSWAGkatQmGUWNT33UMqhRG+/4OLnZ9dFwfLRtm46ODrq7u9m4ceOy6ZOWJhwOs3//fhoaGggEAos9HEEQFgERakJGpJth27bNgQMHlo0TJDivrba2li+e80WqAk5q0HNdz7Fx9GlKUt+Ql+LQNK4P9aFrbYzUHeTL6eDFm1e5c577L/oQCa/jyHXcy/dR1n8w6zH1t55PeKABAF9eH8V1T8/uxc0DyYSBqqnT19JkSFqw+f1+vNqY6UjSMJbV50lYmYx3cbQsG13X8ftnL9DGo2oa3U2vcZdrttwEzO6GWTr9UU/GyQ9NrD3O1vVxvONjxSSh1jzQDEDQG6SxtHFWYz0Stm2zf/9+BgYG2LRpE3l5efN+jsUkmUzS0tJCTU3NsjJFEQQhO0SoCRnj8XhobGxkZGSEnp6l2+drtqypWcM3X/tNd/lnz/6ADxQb7vLNI2Cm9ERiNRz6gPNYw+ay9kPs2eW4Po4WlvPI694LgMe2Offh3xx253pmPLTvuBrbdiZKpWsfQfMNzep1zQXTcOz4Ne/8pdwoioKmaQR8AbyaF9MwiMVi0jhbyElM0yQedwRa2sXR59OzShOeCY/iITa0ichwyhW2+CBFdc/M6lhDxdMbihxuJnLkKcJ4x8eqcS83nAjTPer0kzym8pjDHC3nimVZtLS0EIlE2LRp07Kzqk+/voKCAqqqqmbeQRCEZYsINSErdF2nsbGRzs5ORkZGFns4886Vp1zJa+qcO9edoU5GDtzERt1Z123Ck9Gxbfs+CqFUyO0khhi5pRQjdQf6iTPfyWCqueya9l2sa8s+VSk61EBfy4UAeFSDivX3zPZlzQ4bEkbicDv++WKcS6TuTTXOjsZJJBKYyyi9Vlh+2LaNkbrBkEgk3D5oR3RxnCOa6qWn+Ux3uWbLn5lNVG2oqNp9PNmif7xQ0zNJfZwmotY21OY+nm/HR8Mw2Lt3L6ZpsnHjRnRdn9fjLzbjs1bWrl0r5iGCsMIRoSZkTV5eHmvWrKG1tZVYLDbzDjmEoij86E0/QknlKt2w49f8n7xhd/3fRiGSmpzYfuj9v2MzlfeHD/LcQ7UAmF6dey75mLvunEd+i2pmb8TStetykjEn7SWvrJm8sr1ZH2O2JE0nmujVvAt7olQfNp/Ph+73AZCIx93m2ZIWKSwVxjs4Jo2k0/B9mj5o844C8ZH1hAedliD+wk5KVj+e9WGGj2DRn20ftelq1BbK8TGRSLBnzx68Xi8bNmxYluYaPT09jIyM0NjYiGeBRL8gCLmDXAWEWVFWVkZ5eTnNzc3Lrk/W9urtfOBEJ68xZsa49+nv87qgIxYiNtw9zq5/5DzoOdGZ3VQSZ82DCqER5w7v7m1n09awHYDikV5O2HFX1mOxjCDtL/4fd7m88W4UT+IIe8wPjoGIY8c/1/qabFA9Hqe/VMp4JGkkJS1SWFxsJwU4nd5oWTa6V3dSd73ehRdo41BVjZ6Ws93l6i03g2IcYY/DGZ/6ONmif3yNmoY9o+vjdM2uF8LxMRqNsnv3bvLz81m3bt2yFDHDw8N0dnbS2Ni47CKFgiDMjuV3pROOGnV1dfh8PlpbW5dd1OP/nff/KNSdXjwPdz7Mif1PoyvOa3w0AofScyMF+v6fieFxJjRvtzrYeWtdap3CXW/6BFZqInfqM7cQDA9mPZbhjlMZOXQsAF5/iNK1j8zhlWWGkTTweFTHCGERSBuPBHyBVFqkTTwad/uxLbfPm7D0SEfPovEoiWQCj0cZS2+cB4OQ2ZIMr2O032l67MvvoXTNo1ntP1JQ7l6TDmt67QEr9bqc1MfMatQ0oHgBhdro6Ch79uyhvLycNWvWLMt0wFgsRltbG2vWrFl2xiiCIMweEWrCrFEUhXXr1pFIJJadE2RlXiVfee1XALCxuW3PL3mDPQQ4VSG3jGuPllgLnVc4EwcvNhfuGqLjoGMT3VPTyHOnvAlwXNbOfPyPsxiNQvuOK7FMJ82neNXT6MGFM3MxLQvTMPHqSyCtyE2L1PEFUv3YjIRbG2Sa0pNNmD8s28IwDOLxOLFozImeaToB/9GPnk2HR/HQ13aOu1y95S8onszTqi1VI1RQBqSE2mSL/pTgcsxEMqtRK9cgda8Ky7ZoHWwFoL64nkLf3JpPDw8P09TURF1dHbW1tctSpCWTSZqamqioqKCsrGyxhyMIwhJi8f/rCDmNqqps2LCB4eFhurq6Fns488onTv0EG0o3ALB3eC81gw9TYjuhtN0J2BUf23bwUxYjhc4M5xQG6f1ThTv/efDCq4n6HeG2bfcjVB0au9ucKYlwFYd2vxUARbGp2HAnC6JQbDCSSTTvAhmIzIEJUbZUWlAikSAai5JMJsWARJgVtm1PSG00DAOPx4M/4F/06Nl0JMNrCfXWA6AH+ymt/3tW+6ct+v3xCMHw8IR1Y0LtyPb8MQtiqUvQ+LTHrlAXMcOpXZ5L/zTbtunp6aG1tZX6+noqKipmfayljGmaNDU1UVBQQG1t7WIPRxCEJcbSmokJOYmu62zYsIGenp5lZduvqzrXXXydu/zn5t/xD/qY0+UtITBSExU7AL1fHSvYeHdfJ7ufdyYW0bwiHjr//e662dn1Q0/TG4mFHMe2QFEHhdUvZn2MmTBNE8uyFi3lMSMU5waBrjuRjnRqZCIed0Wb1LMJR8R2PuuJRCo6a4ylNvr9/iUTPZsORVHo33euu1y96a9Z1a4OFc/s/DiTmcjguK/YBCOReWh0bVkWBw4coKuriw0bNlBSUjKr4yx1LMuiubkZr9crDo+CIEzJ0v1PJOQUgUCA9evX09HRweBg9nVYS5VLNlzCRY0XAdAb6WW07zY2a05UrdeERyNjgit0EXRtdRwSq4hTepuXRML5ij1z+lvpLV8NQG13M5v2PpH1WGzLS/uOq9zlsoYH8HjDR9gjy+PbNgkjseQnqRMYnxrp9+HVvFiWTSwaExMSYSIpU5BEIuHUnSUcYaPri2MMMleMSB0jh5xG0t7AEOXr7s9436EMnB+9M9SojXd8rJxOqM3C8TGdBhiJRNiyZQv5+flZHyMXsG2btrY2bNtm3bp1ItIEQZiS3PmvJCx58vPzaWhoYN++fYRCoZl3yBG+f9H30TzOTOQPL/2e9+ePoKTSDu8atRkxU0JAgaHvJDFS/3Dfmuji1bscK21L1bj7TZ9wj3n2Y39AS2bf2mC0dxsDB5xeSqo3RnnDA7N+XZMxDAMFBU1dArVps8CjeNA0DZ9Pxx/wo2maa0LipkdKTduKYqzmzEmRTSRT4kzT8fv96HqqMXUuzpEV6D9wrhucr9p0Kx41s2vKEZtej0t9tI7g+jitUBuYvZFIJBJh9+7deL1eNm3atGydD9O90mKxGOvXr5/X5uiCICwvRKgJ80pxcTGrV6+mubmZSCSy2MOZF7ZUbOETpzgiK2EmuPfFH3FxnjOBiePh5r4YRqrnWLweDrzD+aerY3P6UxGGBp3JRsvGU9mz6XQA8sODnPzc7bMaT+dL/4CRCAJQWP0S/qL9s35tadITWq/Xm5uT1kmMF22+gA9d052IYaqmLR5PYBqmRNuWIeN7ncWisVTNmTKWKqs7dWfLIYJhRqsZObQJAM0Xorzxnoz2Gx9RO8yif1zqo5Fh6uMEa/6UUMvX81lXsi6j8QAMDg66zo4NDQ3L0n4/TVdXF8PDw8u2F5wgCPPH8r0SCotGeXk5NTU1NDU1EY/HZ94hB7jm3GsoCzhuXA/se4AzzVcJpOYwOwnw0qF+4gnntY5+wWA46PzzPdUe5NCNle5x7nnjxzFT0bmTn7+DwpHerMdixIvoeuVd7nLlhrtAmVsvO9eOfxne2fUoHlRNnTBR93gUEkbCtfyXaFvuYtnWWEpjLOr2OlM1DX/A79ac5WzkbAYGDpyDbTsvrHLj7Xi0mW+QjRRWYKfejMMiahnWqE0VUQsnwnSHuwE4pvKYjFJJbdums7OTffv20dDQQE1NzbIQ0dPR29tLT08PGzZsWLYRQ0EQ5g8RasKCUFVVRWlpKU1NTSSTmVtHL1VKAiV8/byvu8u/fub7vK/IuaVso/Cwt4ye3l5Gw6NYQej+97HbzW8+0Et7k2NRPVC+mqfOfDsAmpnkrMf+MKvx9Le9jvCAU5+iB/spXvXUrI4DjqmCaS4RO/6FJmVE4vV6CfgDjuW/qjpmJOOibSLcli7jhVk6apYwxlIa073OvNrScy5dCMxYBcPdWwDQ9AgV6++aeR9NJ5RfChwu1NIRNRWwE0eIqE0h1NK2/JCZkYhpmrS2ttLf38/mzZspLi6ecZ9cZnBwkPb2dtavX08gEFjs4QiCkAMs//9iwqKgKAqrVq0iGAzS3NzsTHpznA+d+CGOrXQaTzcNNFHQey81qQnKPkuju7CC4eFhBocGibzF5OA6525pNXH8f8oj7R7/8OveRzhYBMDG5qep69g9i9F4aH/hKvdOeumaR9H8Q9kfxnaK97UVMqmdjEfx4E2lSAb8AXSfD4/qmVa4LadegbnCkYSZV/PiD/gnpDSuxM/x0IFzsC3ndVdu+Buqd3TmfVLpj8FoCH9kzM3WGne/5kjt2dKpjwEF8lNveTaOj/F4nD179mCaJlu2bFn2wiUUCrlRw+VqkCIIwvyz8v6jCUcNRVGor69HVVVaWlqwcrzPlepRuf7i693lXz3/Ez5QMFa8f2fMR0lFJbFYjN6+Xoa+G8VIpRddOtpN28PlAMT9+dx/0Yfc/c59+AaUWbw30eF6epsdR0qPalDReDfZhoAM08C27aVtx3+0UED1zCDcolG32XbSMES8zTNpUZZMJh0DkGh0gjDTUumMK12YTcaIlzLcdQzgmAxVbrxjxn2GxxuKDHS6j+1xQk1JTv3Ztm0YTt17m43j48jICLt37yY/P39F1GlFIhFaWlpYvXr1so8aCoIwv8h/OGFB8Xg8NDY2Ypom+/bty/lJ7esaXsdlWy4DYDA2SFPzrznR76wbtODxhJfKyko8Hg8HCrrZc/GYscgx95vEYs7yjpMupqtmPQCVfQfYtuuhWY2n+9W3k4g6PYbyylrIK9ub8b5p04VcsyU/akwh3PwBP17Ni6IoWKY1rXgTk5IZsI8syizLdg1AxguzlRr5zYSh9rOxUlG1isa70XzDR95+GudHO4OI2qgNRurxeCOR5oFm93E6+2A8tm3T0dFBS0sLdXV1rFmzZlnXo4ETOWxqaqKqqory8vLFHo4gCDmG/McTFhxVVVm/fj2RSIQDBw7kvFj7zoXfwaf6APjzrpt4h37I/SLdOwqjtkpZWRlFhUUc+Ph+Bn0pYxFzkJ6bnH/Utkflrjd90j3ma574I7549j3RLCNAx4tXuMsV6+9BUTMzcDENE0XJXTv+o44yZkzi9XqPKN5i0dhEAZdMui6Tuf75zwbLtjBNE8MwXEEWi8WIxo4synw+3TUAEWGWGUa8iOGu7QB4tASVG4/sKjtdL7UJqY/T9NAeX5+WbnZt2RZtg20ANBQ3UOArmLBPIpFg7969DA0NsXnz5hUhWtKvubS0lOrq6pl3EARBmIT8BxSOCl6vl40bNzIyMsLBgwdzerLaUNLAP53xTwAYlsFtO37Am1NzkgRwxygoKOTn51O2poJdHxmr/zh/1zCDXU4I7kDDcbx87OsACMZCnPr0LbMaz3DnKYx0O/2KNF+I0rWPzLjPcrPjXzSOIN7SESBFUbAsm6SRdHq6RaNu7VtaxBmGgWmYmJblRONy4ethjwkx0xgTY+laMjdClkhgGE6Krcej4NW86D4fgUBARNk8M3TwLCzTCXGVr7sPzT84/bZFY8KhZBqhphhMyVSOj52hTuKmc5Noe/X2idsPDbFr1y58Pt+KqEeDMZFWWFjIqlWrln3kUBCEhUH+KwpHDV3X2bRpE8PDwzkv1v717H+lOt+Z6Dx+8HG2x15wC+qficH+VMqQruv4P+SjpdoxFqklhvqHQvc4977hIyQ1Z932F++hZHCsViRzFNp3XIllegEornsGPe/QEfdIJgxUdXna8S86afGmqmia5go4v99PIJAScZqOR3U+MJZlYxgGCSNBIh53o3HRmBORGy/o0qLOFXaG49iZFniuyMvkq2U7qWjp/UxrTHS5wislvtICzI2IRaNEohFXiCWNJKbpRAsVRUHTtLEIWSDgNpf2er2omorq8cjEdQEwE/kMdZ4EgEdNUrXp1mm3HS6qcB9PSH0cd0lQp6lRGxqX2VuREmpTNbq2LIuDBw/S1tbG6tWrqa+vX9b90dIkk0n27t1Lfn7+ikjvFARh4Vj+V0xhSaHrOhs3bmR4eJj29vacFWv5ej7fvuDb7vKvnrme9xeNzV7+MuIU3IOT+jn6w6RrLHJRXy+HnnNCcCPFVTx+zrud7WyTcx753azGk4hU0r37rQAoik3lhjuZbrZumiaWZaJ5JeXxqDM+ApcSM66I8wdcIecL+NC9qZosj4KiKI6osmxM00qJqKQj7hJjAi8WjRGJRpyfiPMTjUTdn/RzkYizTTrqFYvGSMTjzrGMtPAysUwLy7JdAaaqHiciNk6EpYWYz6e7YkzTNImQLRJD7We4N23KGu6nqO4Jilc9Tn75LmDsGmV4/YwGi4FJqY/jhJpnmojahNTH1PaTHR/Tro6hUIgtW7ZQVlY2p9eVK6RFWl5eHmvXrhWRJgjCnJD/osJRx+fzsXHjRgYHB+no6MhZsfbe497LqXWnArB/eD903soaZ37EfgOeHzOExN5ms+scJ91Hx6bhVg+JhDNpeuycdzNc6NRrNOx/kfp9L85qPL1730gsVAOAv7CTwuodh2+0wu34cwGP4jksIuf1el1RlxZ248VdIBAgGAg6DZ4n/fgCPvdnqvXpfdPHCfjTwsvnnm+CANNUV4TJJHTpYSXzGGo/BQCPx6LhtB9Rf+p/s/6cb7D14s9QVPuMu23aUCQ/PIQec2pkJ5iJGNNE1KZIfRwfUasP1PPqq6+Sl5fH5s2b8fv98/HSljxpkRYMBqmvr5fvhyAIc0ZmasKikBZrAwMDOSvWPIqHH1z8A3f51zt+wVX5Y4Ygt45CfNzLsr8TYVBzlNwpyWF6/1LopI3pAe57w0fd7c555Ld4zGluZR8B29Zof+Eqd7ms4UFU70SDEsM0sLGXvR32ikQZE3nZ/CiKInWKy4xEtJSpLqnewAD1p13virWh4rE6tbRF//gaNc2c+ro8PqJWkYqoNQ86jo9BLYg9aLN27VrWrFmzIlIdwRFpTU1NBAIBEWmCIMwbK+MKKixJ/H5/zou101adxhXHOa6Lo4lRdu7+Baen6uRHLHhgnE6y86HlY2N5Ra990WCw2yAcDvPitnM5sGYbAKVDXRz/0n2zGs9o31YG9p8FOP2UytbdR6BoP/kVr+ArbCOZjKNrukwiBGHJYYNioigGiieBosbxaFE83jCqdxRVD6H5htH8Q3j9A3gD/ejBXvS8HvS8bnz5XfgKOvAXHqB83QNTniH9ta877jeAxfAUzo8TUh/HCbLxpJtdF3tA9zjXvp5wDwAbizaybes2SkpK5vRu5BLpSJrf76ehoUGur4IgzBtyW11YVNJibe/evdi2nZPuWN88/5vc/OrNhJNh/rrnr3y98W08y2oMHKF2WgBKU5Mf7aMxWn4foLE/Si0xim5bRfL/7Gc0HOa2iz/Gx3/6SRRsTn/qz+ze9BqigcIjnnsqOl9+D4U1z6PpEQqrXqGw6hV3XXUsn76W1xPu3zxPr14QUu4lioWipH5PWLZRFAuwxj1O/VbG/U6td/dzt0kvT94+ve3k/cftN+W4xtZPHIdzjvTyVNtPHvuU53CPY487x+SxptalHiueo9d3T1FADw6QX757Sov+iRG1w/c3bQilhlupOYYhL+x7wV1/ev3p+Hy+BRn7UiQt0gKBgIg0QRDmHRFqwqLj9/vZtGmTK9ZWr16dU//s6grr+Lez/40vPfAlLNviT899n7ed8l3+NKJgALeF4P3FqY0VGPjPJPVXgwq8tmOIezor8K0dorm4jmeOv4BTX7wXXyLKGU/cxAPnXZ31eIx4EUPtp095V13zjVK99Wa6d10mYg1wBcakSf/hk/S0EBgTH+Mn45PFwuHCYrL4sKec+B8+6bdSY5xO4EwWAhPFxtg4Dj/m5NfqCovDxMb412VNeu3pcwi5huYfYqi41l1OC7UJro9TpD4Oj+seUa6YHDhwkD29e9z1x1cfvyDjXYqkLfjz8vIk3VEQhAVBhJqwJEjXrKXFWq5ZGn/ujM/x0+d+yv7h/bzQ/QKXhJ6kyHMGwxbsiMNZCWh0XPjxnm7wwgkFnPxCCB8WtX/SCX3Jj9fr5W9nv5fjXn0UfyLKMbseZOex59NXsTbL0VgUVu/AtsdSndIoiuNGWbHhboxEvlOaNM3d/imjGIcJi0niZdooxuQIwxGiKa4wMac851RRiymXZxRBIjCE+cG2PNi2B2znt/NYwSb1nKWm1qWeS29Pant3/eRjpH+rqeeUSdupk7ZT0PyDlKx6ZsYxG7FiwuMiaiVTRdRsC8uC8WVm4+vT/JER8ovyGWLIfe74qpUh1NIiLT8/X9wdBUFYMESoCUsGn8/nRtb279+fU//8/Jqf777+u1z+p8sB+OWzP+TKC07h+kHnK/aXEHyuFDypl6P8YJTBc72UWElOioxwx/2F5F8wgl2zhgfPfg9vuP+XeGybcx/+DX++7EuHK64jkF++Gz04MO16RQFND7P6hBtm/4KFZYFtK5Mm+pPFguIKgsNEyAQBkRYkqd+Mf27yvh5sFHfdlOdHmX7dlEJm7s/N9hhLr9TbIq/0M3gDA1NeNmwbktFSRvs2g+4hHCgkLzoyZeqjjo1lKHj0sZsafQmD9NRhXXE+5WVeWp4cc3w8turYBXlVS4l4PO42s861m4qCIOQWItSEJUW6z1pTUxOtra00NDTkjGvYZVsu49y15/LQ/ofoGu0ifPAmGkveTUsSOgx4OgqnB51t1TKbl9/r4+zfOJ2xT/h7nN1ngepXeO7cd3Hq83dSNtjF6s7dNOx9krZNZ2Q8Ds0/tACvbmnhCAglw8m3MkFoTLX94ftMIS4WWRCMFz6u0JlqXVroTHWs8ZEbFMTucTnioWPnFdSfdv1hUfW0X1PHzitIC8yh4iryoiMUhvrxJqLYasDdXsPCTHrQdBMbm5HhEdrDNqjFANT6vZiWSetQKwDrStaRr+cfjRe5aESjUZqamiguLs65NH1BEHIPEWrCkkPXdTZt2kRzczNNTU2sX78eVVVn3nGRURSF6y++nhN/eiKWbfG7F2/gX990CdcMOoYgd4zC8X4IpHRn/r+MsvcveWwcDVNrxdnzhyK4ahhT07nnTf/Ie37z7wCc+/j/0lS3FU8wH49n5vfBiBVnNN6hjpNJRMpnKTTUKdKwpkrHUqY41nTRmalSuSZGdcaiGDI5EoTpGO48hX1PfZq6434zIboej5TQ+eL7GOk+ZWzbomrqupoAKBnowtLWueu8WJiGQiKRYGBwANu2MYKVEHfWV6nQGeokYSYA2F61feFf3CIyOjpKc3MzVVVVVFdXi0gTBGHBEaEmLEk0TWPDhg20trayZ88eNmzYgNfrXexhzcjx1cfzoRM/xE+e+wlRI8rjL/1/nLvxX3goAqM23BuGNxc42yoeOPR1i8bPOMYiZzSFePSgF+/qJHs3v4aWxpNobHmO4tF+Tn7xHh7b/gZ8ug9thvdhtG8ziUjpjKlP+576FEsvbUsQhPlguPMUhjtPIr98N5p/CCNWTG/7WrA9BMaCZm7Ta3AMRXrV8ULNZnAghOXto6CggMLCQkJDY9eMCg1e6R5Le1zORiJDQ0O0tbWxatUqKioqFns4giCsEGSWJixZVFVl/fr1BAIBdu/eTSwWW+whZcTXXvc1inxFANzVchcX0kJaWj0cgd5xvawLXh/lyY3FAPixqPhDytZaUbj7Tf+IpThf0TN33klJIkwsHicajWJZ0zQ4AtKpTzCW6pRmqtQnQRCWKx5G+7Yy1P4aRvu24tP9mKaJaYxdhCZb9NsTatQsIuEElZWVFBcV41E8DKSs+VWctiMtA2NC7biq4xb6BS0KfX19tLW1UV9fLyJNEISjiszUhCWNoijU19dTUlLCnj17CIfDM++0yFTkVfDV137VXf7Ds9/nXUWOQjKBW0ITt/f8cJQBxZFyxw+NYj7u3O7urWrgmdPfAoDXSPC6Z24mGAygKBCJREnE4yX7d90AACttSURBVNjW1P2XBg6eyO6/f5hkdGLTWSeS9mmGO0+Zcj9BEJYvHo+K7vUSj8fduzYThVo7hjJ2E8iLRWlJJT59rC/aUGp1mQqqAi2D4yJqy8zx0bZturq6aG9vZ/369SuqibcgCEsDEWrCkkdRFFatWkV1dTV79+5lZGRksYc0I/94yj+yqWwTAK/0vkLt4EOUpcrLdiVgd3xs28Bqg2feOFaAv+UuCxyPEf5+/pVEAk6u5JY9j1Hb04bfHyDg92MYBpFoBCOZnHhy2yYeixHqPo1dd11P88P/xr6nP07zw//GrruuE5EmCCsYr9eLjU3ScK4bw+OEWnHPQULxsZthGjZWcmyaELchmorKV6Uib80DzQAU6AXUF9cv7OCPIrZtc/DgQXp7e9m4cSMFBQWLPSRBEFYgItSEnKGqqoo1a9bQ0tLCwMD09vNLAa/q5bqLr3OXf/ncj7iqMOEu3xKC8b1ky78+yG6fI9ZqjDjem/IAiAUL+fsFV7nbvfahG8C2UDWNYDCI16sflg5pGAaWbaN5NSanPslXXhBWNorHg0/3EY8nsCyTuD+PaOraUzrQib8g6G6rp8xE0gyNy7iu1CAUD9Eb6QUcW/7lYq5hWRZtbW2MjIywadMmgsHgzDsJgiAsADJrE3KKsrIy1q1bx/79++np6Vns4RyRi9dfzCUbLgGgL9LHobbfsTnV9PqQCY9Hx7ZVdWj7Zw/pedCJL0VRep1Jz7OnvpmeynoAqnta2bL7MWcjRUHX9cPSIWPxOD6fnpFDpCAIKw9N01A9HhKJBNFolIGCcgBKQn141bF0au+RhJoKrYOt7vJycXw0TZPm5mbi8TibNm3C5/PNvJMgCMICIUJNyDmKiorYuHEjXV1ddHR0YE92zFhCfO/130PzODlCN778v7w30O+uu3MUwuNKzGr+YYRHassAx1ik7LdOrZqtqtz1pk+42535+I14E2Mqz+NR3XTIRDIJto0i9vWCIEyDbdsoHoVkwkl/HCmtcdflj/a6jx2hNjZNGBx3varUJtWnLQPHx2QyyZ49e1AUhY0bN+aE07AgCMsbEWpCTpKXl8emTZsYGBhg//79S1asbSrfxKdO/RQACTPBAzt/xOudrEaiNtw1OnF767owgymPyG29EbwvOI/b1p/Eq1vOBCA/MsQpz9562LkUjwK2jdfrddMhTfNI7pCCIKwobJtkMkEkGsEyLbfVx3BxtbtJUajLfezFxjpC6uN4oZbrjo/xeJw9e/YQCARobGzMid6dgiAsf0SoCTmL3+9n06ZNRCIRmpqaMMZZTi8lvnzulykPOqlFD+57kLPMXfhTc5/Ho9A1btilx8R4+Mxid3ndrQpKav29l3wMQ3Wicye9cCeFwxNTP+PxBKqm4fP7CQYDeBSFaCSSgZ2/IAjLGtvGSCaJRCIkEolUynQQn0/HNE3688vdTYtGOt3Hk1MfBycLtZQ1v4LCsZXHLvzrWCBCoRCvvvoqxcXF1NfX4/HI1EgQhKWBXI2EnEbXdTZt2oSqquzevZtoNDrzTkeZYn8x3zjvG+7yDc98n38odHKILOCWkYn9ziq/089u1Snur44nyLvdD8BgWR1PnvVOAFTL4JxHfsuq9l1s2vs4Nftfwkom8fmcIjiPR3UEW55TBB8JR4jHYiLYBGGFYRoGkUiEWDyOpmkEA44JEYri2vX3BMds5xtan3Efe7Ewk1MLtTLFpG2oDYDG0kby9LyFfzELQE9PD83NzaxatYpVq1YtG0MUQRCWByLUhJxHVVXWrVtHaWkpu3fvZmhoaLGHdBhXn3C122OoeaCZwt67qUpl1uxNwivj7fqLLF76oJ90Oci2ZxJoQ87jR177XkL5pQCsb3uey//yDd5w93/zrlv/g0/e9CU2tD4/4bwej0ogECAQDGLZtms4IoJNEJY3pmkSjUaJxmKOQAsG0H0+lEnRIl3XKRs+5C6v2/ec+7iOQ1PWqPkVGAl3kDAdJ9tc7J9mWRb79++nq6uLDRs2UF5ePvNOgiAIRxkRasKyQFEUamtrqa+vp62tje7u7iVVt6Z6VH7whh+4y//zwk+5qnAs+nfLKBjjhtv4iT7uL64AwG9blP3OiaolfEF2HXPOlOcoCA/ypjuvp7H5mcPWqWpKsKX7r0WiJBKJaRtmC4KQm1iWSSwWJRqJoCi4Am06F9jGlme59JFfk778eBjry3gMr3L8s/cDTtR/OHV/p0KF1qHcbXSdTCZpamoiHA6zZcsW8vPzZ95JEARhEdAWewCCMJ+UlJTg8/loaWkhEoksqXqDc9aew+VbL+emXTcxFBuitenXHFf3UXbGod+EhyNwXip7yKNC9Jtxhj7mpZgkmztihF71EN2UZPOux7DhMF9HBbCB8//+S+K6HxTPpPWpqZjt3G1PN7zVNA1N1cYOmIG+VTLZKAuUjEX1zNspGQ8tww0zHFvmCVOZvIal+/5m+ratpM9Ixq81o80yPOek98O2LUzTwjAMPB4Vr1dFUWa49tkW5z7yO+d46eMyVjRr4+Vdf/omv/3UbxlVVFfCVWnQ0pObjo+RSISWlhby8vJYv369mIYIgrCkEaEmLDuCwSCbN2+mpaWFPXv20NjYiK7riz0sAP7zwv/k9r23EzNi3Pzqn/lKw1t5OV6NBdwThlP8UJCaN6w5d4Q7t9XwnlccF7Y1N6lE3/M8RSO90x5fAYLREJf/9T8W/sUIgrDsUACFBDY6NhplQ93UPfcST56w3d2mUnNSuNPkiuPj4OAg+/bto7q6murqaqlHEwRhybM0Qg2CMM94vV42btxIIBDg1VdfZXR0dOadjgL1xfX882v+GQDDMrhjx/Vcksq6idtwx6RhVn1vgFeVAudxNEnhY4UMcjyHOI9BjseWr7AgCPOMkoqdJShmkOPJO9R/mDV/utl1oa+QtUVrF2OYGWPbNl1dXezbt4/6+npqampEpAmCkBNIRE1Ytng8HtauXUtvby9NTU2sWbOGsrKyxR4W/3Lmv/CLF35BZ6iTJ9uf5MubnudB5UTCNjwVgzODsDrVZ7V0dZwnLytl059DeICSPQ28yHXusXz0sJ7/ooJHJpxj5/EXMFxSNeE5e4bkPNu2sSyTpOHMyFRVRVXVaVNHM84ey3BCNNP4sjtWhszn2LI5XsZzxJk3tDOecB79sTnHW4zxzffYMmP+X+vh21mWhZFMYpgmqqqiaVpG6XtTHau0r50zHv/zhOd6ORuLAAAJKniR69C/laBUAU5xtimwo/RGnMj+cVXHLWnRY5om+/fvJxwOs2nTJoLB4GIPSRAEIWNEqAnLGkVRqKysxO/309raSjQapa6ublEnFnl6Ht++4Nu87y/vA+DXz17P+177S34y5Ey2/hKCT5aMzfm3/ushXry1iBOSwyiTJnhxynmFa9nGV6jgEWxgpKiCW97xRexpzANmwrZtkskksVgMy7Lw+Xzoui61HIKwiBiGQSwWI5lM4vV68fv9aNrc/oUrlsnWlx+mcKQXBUekvcK1h283qPOGL8CT18Ij50Ay0uGuW8pGIolEgubmZlRVZfPmzXhTDb4FQRByBRFqwoqgsLDQrVuLRqPU19cv6j/tfzj2H/ivZ/6LJ9uf5MDwATxdf2VVwWW0G9CWhB1xOMExesTns1injWInp7oP7wEsmvkExTyLgs3dr/8USlIdS4qcHF5KLStTrbedNbqtE/R4SRpJ4kNxEpbTJFf36nhUdaIZw6TjH2bUcKT1me47fszZvJ7U8pHWTbtvBsc94phnWHfY+nl8H+d9bAux70L8LbI97nT7Hu334gj7mpaJaZhYloXq8aGpwQkmIXP7jKk8VnE960aexwZ6OS+9ZsJ2zlUG/vG/4LEzIRRb+o6PoVCI1tZWiouLWb169ZIxlRIEQcgGxV5KHuaCsMCYpsm+ffsIh8M0NDRQUFCwaGN5puMZTv35qQDkefP47CU38vUhx/ax2AP/Wg66AsEnYePVizZMQRAEl898H6oqv8c9TbcB8NQHn+LUulMXeVRjpOvRDh06xKpVq6ioqFjsIQmCIMwaucUkrCjSzbFrampobm6mq6tr0fqtnVJ3ClcefyUA4WSYF1/9KaekomhDFvw97DwefFpqKgRBWBrU9kJb/24AFBS2VWxb5BGNkUgk2Lt3L4ODg2zatElEmiAIOY+kPgorDkVRqKioIC8vj9bWVkKhEA0NDYuSCvmN87/BTa/exGhilDuabufaDZfzHKuxgPvCcGoAIuhAZMZj7SWPEM5rSJtfTJX1NNW6mdZnu+/454+0biH3HTvGytp38vps9x3fFWyqdVMfc/H3TS+vtH0nH2O2+25ihC+yl5mIFnjYP7wfgPWl68nT82bc52gwPDzMvn37KCoqkv5ogiAsG0SoCSuWYDDIli1bOHDgALt27aKhoYHCwsKjOoaaghq+dPaX+Nf7/xXLtvjzs9/jrad8j5tDjkH2rSNQf3aCnl9plMeNKUPgFtCLjye+62ftiaGMzz1nPxUFbNsiGo0SDocxDJNAIEBeXhCvV09vMtMh5oySeffiBRvEfLyXcx/D4mexz4dHz9zfy7m/D/PiNTTDMWxs4tEYofAoiXicQDBIfl4euu7LZPcMx5D5e9H6dCE9H/dRTnz660wFNB0bJ/Gs0xR7e/X2+RjlnLBtm46ODnp7e5eMs68gCMJ8ITVqworHtm36+/s5ePAglZWV1NbWHlVXyJgRY+uPttI21AbAv577DX7kOYMRa2ybsx+Ga7/i3PkeP4mycCZ03y7eyIWP7GWWRo9zxsYmkUgwOjpKJBJB13Xy8/MJBAJ4FMmwFoQ0hmkQHg0zGnaaJubn55Ofl7/oESDLhHvO2si/DO+d9jrzlZTrI7EeaPkvvnbs6/n3c/59UcYLEI/HaWtrw7Is1q1bh9/vX7SxCIIgLAQi1AQhRTQapbW11a1j03X9qJ37lt238LYb3wZAdX41J5zzW+4MT5y4nf0wfOK/oLJ37LlD+PgRjay/vofjLuw7auM9EqZlEg6HCYfDWJZFXl4eeXl5eDWxxhZWJjY2sWiM0fAosVgMv99Pfl4+/oD/sJYbi8nOe8tp/nQln6CZShLu84cq4EefSIk0ANuRbl8sifHN7W9YlLEODQ2xb98+SkpKxNVREIRliwg1QRiHZVkcPHiQwcFB6uvrKS4uPirntW2bC35zAQ+0PQB4yDv7VsKew2s/PCYc+yKUHVTp/0Mj++p8nPfhg2x8zdDhx5zVOLLc/ojrnChbJBohHovj9XoJ+AP4/D4804T+sh3zrF7jbPaZxU7T7XLUxnwU9jnS+3JUzj/P55jX89tgGEniiTixWBwAv9+Hz+9H9WRXdTCfr3OmY+3fWcCzf66i8UCCsvPb6V9l8dJxYE3+ytoWNbqXg685C/UoZiBYlkV7ezsDAwOsXbuWkpKSo3ZuQRCEo40INUGYgoGBAfbv3095eTl1dXVH5W7tS4deYvtPtmMVHgvbr1vw8wmCIMyVB48/ntceJbEUi8Voa3NSxNetW4fP5zsq5xUEQVgsJFdAEKagtLSULVu2MDo6yp49e4hGowt+zmOrjuUjJ30EdCmGFwQhN/hr22MLfo50HfGrr75Kfn4+mzZtEpEmCMKKQFwfBWEa/H4/mzZtorOzk927d1NTU0NVVdWCGo2cVnca/1/T4xlte4ofyrTp3eGONMpsX8FsjjXj22TbmKZJIpkgmUgCoOs6uu5F9aiHHWA2r3M6ZvWezeJER+NvM5vzzOdrmc355/08i/C3sW2LRCJJPB4jkUiiaSo+nw+fb2Jq79H4rC3E36YjCbeOznzu6x7+MmcHEly25bKZN54FiUSCAwcOEIlEWLduHUVFRQtyHkEQhKWIpD4KQgaMjo6yb98+NE2jvr5+QdzFTMuk/vp62kc64bQ/gK8cpnJMtG205CCNTf8+rvNUZizVr7uNI9osy8I0TRRFQVVVPB7PrFwj7VlV9Sz8sVIHnMdDze/Y5vV9W6KfNZjD67TBsi0s08KyLFBwPqMez7zdwFkqnzcbhc5t38X0lkxzHbIg3gtPvZfVhbW0fbrNucEyT9i2zcDAAAcPHqSoqIjVq1ejaXJvWRCElYUINUHIEMuy6OzspLe3d0Gia3/f93de9+vXOQvlZ8PWawF74iQp5bbGrq9A3yPzdm5BEITDyOI69OD7H+S19a+dl9Omo2jhcJi1a9ceNVMnQRCEpYbcnhKEDPF4PKxatYri4mL27dvH0NDQvEbXukJdYwt9jziToMZPgL9y7Pl4L7T8aE4ibSHswBciHXSqcdrYcxr/0RrnnI8p45zfY2Y5zvT9S9u2nYiUMnYM9/dCjBNlnjpdTzrmbBnZQWz310k2fGTG69CE69csmRxF27Ztm0TRBEFY0cgVUBCyJD8/n61bt9LR0cGrr75KbW0tlZWVc5601hTUTHyi7xHoewyKjnUMRhL9MPwSD77//nm7c51L2LZNNBpleHiYoaEhIpEIeXl5FBcXU1xcjM/nO6qNyoXlg2VZjI6OMjQ0xPDwMIZhUFhYSFFREUVFRXi9K7cHoBPpP/+w65DTBnuMw65fWZJMJtm/fz/hcPiotkYRBEFYykjqoyDMgfmsXUvXqHWMdExZp6KgsKpw1bzXguQqiUSC4eFhhoeHGRkZQdd1CgoK3J+VPLkWjkxa9IdCIfdHVVWKioooLi6moKBAGiinWOjrktSiCYIgTI8INUGYI5Zl0dHRQV9f35yja3986Y+8++Z3AxNNBdLpSze986YFc1fLZUzTdCfco6OjRCIRfD6fCDcBmCjMRkdHCYVC2LZNfn4+BQUFFBYWEggEJCI7DTe/ejOX//FyYH6vS+OjaFKLJgiCcDgi1ARhnpiP6FpbWxt37b+Lb7zwDdpH2t3nVxeu5rqLrxORliGGYbgTchFuK4+ZhFlBQQHBYFCEWRbc/OrNfPquT0+4LlUFqvjP8/+TK066IqtjjY+iFRYWsmbNGomiCYIgTIEINUGYR9LRtd7eXqqqqqiurkZVM0sHGh0dpampiW3btqFqKo8ceISuUBc1BTWcveZsSXecA+OFWygUIhqN4vf7yc/PJxgMEgwGCQQCku6WoxiGQSQSIRwOEw6HGR0dFWG2AJiWOeG6tMm/if6+frZt25bxexuNRjl48CDRaJQ1a9ZQUlKywKMWBEHIXUSoCcICEIlEOHDgAIlEgtWrV1NcXHzEiYxt2+zevZvi4mJqauZWlC/MTFq4paNtkUgEy7Lw+/3k5eWJeFvCJJNJ92+W/kkkEui67v7tRJgdHWzbZteuXZSXl1NVVXXEbU3TpKuri56eHioqKqitrc34JpYgCMJKRYSaICwQtm3T399PR0cHgUCANWvWTJsO2dfXR1dXF9u2bRNhsAjYtk0ikXCjMmkBYJomgUCAYDDoigARb0cH27bdSNlkUebz+Vwxnf6R1LnFYWRkhNbWVrZt2zZlOrFt2wwODtLe3o7P52PNmjUEAoFFGKkgCELuIUJNEBYYwzDo7Oykr69vynRI0zR5+eWXJQ1oiTFevI0XcKZpous6Pp8Pv9/v/vb7/ei6LlGcLDFNk3g8TiwWO+y3aZoTRFleXh6BQEBE2RKjubkZr9fL2rVrJzw/Ps1x9erVlJSUyPdDEAQhC0SoCcJRYrp0yPb2dsLhMBs3bpRJzBInHeWJxWKHCYt4PA6Az+c7TMT5fD40TVuRkTjbtrEsi0Qi4b5P49+/ZDKJqqoTBO/4903S45Y+sViMXbt2sXnzZoLBoKQ5CoIgzBMi1AThKJJ2O2tvbycQCFBVVUVLS4s7wRFyl3QEbrKIi8ViJJNJAFRVxev1ous6Xq932p9cEHS2bWOaJslkcsYfy7JQFGVaMaZpmtykyHHa29sZHR2loqKCjo4OSXMUBEGYB0SoCcIiYBgGXV1d9Pb24vf72bRpk9xxXsbYtp2RoBkv6NIROFVV3d/jH0/12+PxTBA86cfp3+nL/eTfpmliWVZWv5PJJLZt4/F4jig60z+qqooYW8akXWs9Ho+kOQqCIMwTItQEYREZnw65atUqmdyscNKplclkEsMwphVJ0wkoy7Lc40z+PVm0jX88kwCcSiyOF2DCymX8TSdJcxQEQZhfRKgJwiKTTofs6OhA0zTq6uooLCwUwSYIwpLFsiwOHTrEoUOHyMvLY9WqVZLmKAiCMM+IUBOEJYJlWfT29tLV1UUwGKSuro68vLzFHpYgCIKLbdtuOxGv18uqVasoKChY7GEJgiAsS0SoCcISwzRNuru76enpobCwkLq6umn7rwmCIBwNbNtmaGiIjo4OAOrq6lznWkEQBGFhEKEmCEuUZDJJV1cXfX19lJWVUVNTg67riz0sQRBWGCMjI3R0dJBMJqmpqaG8vFwEmiAIwlFAhJogLHFisRidnZ0MDQ1RWVlJdXW1NPwVBGHBCYfDdHR0EIlEqK6uprKyMidaRwiCICwXRKgJQo4gkyZBEI4G6ZtDw8PDVFRUyM0hQRCERUKEmiDkGJPTkMrKykSwCYIwZxKJBF1dXfT390u6tSAIwhJAhJog5CDpwv7Ozk5M06Sqqory8nLpXyQIQtbEYjG6u7sZGBiguLiY2tpaMTASBEFYAohQE4QcxrZthoeH6erqIh6PU1lZSWVlpaQpCYIwI+FwmO7uboaHhyktLaW6uloEmiAIwhJChJogLANs2yYUCtHd3U04HKa8vJyqqipJWxIEYQK2bTM6OkpXV5dcKwRBEJY4UtgiLGvOO+88jj32WE444QROOOEEtm/fzoknnsh73/tedu3ateDn/+IXv8gXv/hFAH74wx9yxRVXHHH7X/7yl/zkJz8B4G9/+xtnn302p556Ktdff/2E7T7wgQ/wxBNPuMuKotDU1MR1113Hxo0bSSQSvPzyy+zbt49YLDbPr0oQhKXO5GvfiSeeyFVXXcXf/vY3WlpayM/P59hjj2X16tV8+9vfdq9TucrXvvY1br/9dgBuuOEGTjvtNM4880z+8Ic/uNskk0ne9ra30draOmHf2267ja9//etHdbyCIAiZIEJNWPZce+21vPDCC7zwwgvs2LGDe+65h4KCAj7xiU9gWdZiD8+lpaWFP/7xj1x11VWAM/G49tprue222/if//kfWlpaALjzzjspLi7mjDPOmLD/SSedRDAY5M4776SxsZGtW7cCsGvXLlpbW4lEIkf3BQmCsKhce+21PP/889x333385je/4bOf/Swnn3wyxx57LLW1tYRCIT7/+c/zm9/8ZrGHOieeeOIJdu3axZve9CZGR0f51re+xQ033MAvfvELvva1r7nXvl//+tecc845rFu3bsL+l156Kbt27Zpw80sQBGEpIEJNWHGUl5fzrne9i46ODoaGhgDo6+vj85//PGeeeSZnnXUW11xzDaOjo+4+jz32GJdffjknnHAC5513Hr/97W8BJ43opz/9KZdeeiknn3wyp5xyCv/0T/80qyjW9ddfz2WXXeamIKmqyvjMZFVVCYfD/OhHP5r27vcVV1zBD3/4QxKJBH6/n/r6eo455hi8Xi979uyhqamJUCiEZDwLwvJG0zTy8/N5+eWX6erqorKykmOOOYaqqir3WnLxxRdTWFjIRRddNOPxRkdH+exnP+tGqj7wgQ+4N4/AEUEXXnghJ5xwApdddpkreizL4qc//SkXXHABJ510EpdffjmPPPKIu995553HNddcw5lnnslb3/pWLMvilVde4YorruCUU07h9a9/Pf/zP/9zxGvWd7/7XTdbIW2olN5eURQURaG7u5u//vWvfOxjH5vyGO973/v47ne/O+P7IAiCcDQRoSasOLq6uvjtb3/LscceS2lpKZZl8fGPfxyPx8Pdd9/NbbfdRk9PD9dccw0AbW1tfPSjH+Xd7343zzzzDD/4wQ/43ve+xyOPPMKdd97JDTfcwA9/+EOeffZZ/vd//5dHH32U2267Lasx9fX1ce+993LppZe6z331q1/lW9/6Fm9/+9v52Mc+Rn19Pf/1X//Fu971LioqKqY8zvHHH4/X6+WBBx5wn9N1ndWrV3PMMccQDAZpaWlh9+7d9Pf3L6mIoiAIcyeRSNDR0cGXvvQlCgoKqKurY9u2bVRUVExo4+Hz+bjjjju45pprCAaDMx73l7/8JaOjozz00EM8+OCDVFRU8J3vfAeAm2++mf/+7//m29/+Ns899xzvec97+NjHPsbQ0BA/+tGP+N3vfsf111/PU089xdVXX83HP/5xdu7c6R57586d7rW0t7eX97///Vx88cU8/vjj/Pd//ze///3vufHGG6cc186dO2lpaeG8884DIBAIcM011/CRj3yEj33sY3z9618nEAjwjW98g89+9rPTmqWcd955tLS08NJLL2X8XguCICw0Yg0nLHuuvfZavvGNb2AYBslkkurqai688EI+8pGPAPDyyy/zyiuv8Ktf/Yq8vDwA/uVf/oWLL76YL3/5y9xxxx1s27aNyy+/HIBjjjmG3//+91RWVqLrOieeeCLV1dUMDAwwODhIcXExhw4dymqMTz/9NJWVldTU1LjPXXDBBVxwwQXuclNTE88++yw33HADX/7yl3nxxRfZsGEDX/3qVykoKHC32759O0888QQXX3zxhHN4vV7q6uqorq6mv7+frq4u2tvbKS8vp6KiQswEBCFHSRuE9PT0MDw8TGFhIb///e958skn8Xq9E7Z9+OGHCQaDaJpGeXl5xufw+/3s3r2bW265hTPPPJNvfOMbrvD7y1/+wrve9S5OOOEEAN7xjnfQ2NiI3+/nz3/+Mx/+8IfZtm0bAJdccgl33303N910E8cddxwAF110EYWFhQDceOONNDY28t73vheA9evX84EPfIDf/va3vPvd7z5sXE8++SRbtmyZIMDe/e53T9j20UcfxTAMTjrpJD71qU+xf/9+TjzxRP7t3/7NfX/8fj+bN2/miSee4Nhjj834fREEQVhIRKgJy56vfOUrXHbZZSQSCW644QZ+/OMfc+6551JSUgJAe3s7pmly7rnnTthP13UOHjxIT08PtbW1E9Zt3rwZgFAoxPe//30efPBBSktL2bJlC8lkMuvUws7OTqqqqo64zde+9jX+/d//nZtvvpmuri7++te/cs011/CTn/yEz3/+8+521dXVNDU1TXscVVWprKykoqKCUChET08PL7/8MsXFxVRUVJCfn4+iKFmNXxCEo49pmgwMDNDb20sikaC8vJxt27bh8/loampyr33Zcuutt/KVr3zFXb722mv50Ic+hK7r3HTTTfzf//t/Wb16Nf/0T//E61//enp7ew+7Rp544omAky2wevXqCetWrVrF7t273eXKykr3cUdHB6+88gonn3yy+5xlWdP2iOzq6jritTORSPCf//mf/Pd//zc//vGPKS4u5vrrr+eDH/wgN910E+95z3vcbaurq+nu7j7SWyMIgnBUEaEmrBh0XeeDH/wgw8PDfPzjH+cPf/gDmzdvdnsHPfXUU+5kIJFIcPDgQdauXUtNTQ0PPfTQhGP9+c9/pqysjAcffJDOzk4eeOAB8vPzASakL2aKx+M5YhriX//6V+rr6zn++OO5+eab2bp1K4qicMwxx3D//fdP2NY0zQkpTtOhKAqFhYUUFhYSj8fp7e2lpaUFr9dLRUUFZWVl0kBbEJYg0WiUvr4++vv70XWdyspKSktLM/reZ8Kb3/xm3vzmN094bvfu3Zx33nlceeWVhEIhfv/73/PZz36WJ598kpqaGrq6uiZs//3vf583v/nN1NXVcfDgwQnrDh48OEGcjb8xVF1dzWmnncYvfvEL97nBwUHC4fCUY53p2vnzn/+cSy65hLq6OpqamrjwwgtRFIVt27axd+/eCdtmeu0UBEE4WsgVSVhxfOYzn2HTpk187nOfIxaLcdxxx7F27Vq+9a1vEQ6HicVifOMb3+DKK6/ENE3e+MY3smvXLm655RZM0+Tll1/mW9/6FpqmMTo6is/nQ1VV4vE4v/zlL9m7dy/JZDKrMdXW1k6bLhkKhfj5z3/O5z73OQDq6+t56aWXSCaT7NixgzVr1kzYfqoI4Ez4fD5WrVrFcccd56Zx7ty5k3379hEOh8V8RBAWGcuy6O/vZ8+ePbz66qsYhsH69evZsmUL5eXlCy4w/vSnP/GFL3yB/v5+8vPzyc/PJxgMous6l112GTfeeCM7d+7Esiz+/Oc/87vf/Y6SkhLe8Y538NOf/pRXXnkF0zS58847eeCBB3jb29425XkuvfRSduzYwa233ophGPT09PDRj36Ub33rW1Nuf6RrZ3t7O/fee6/rpFtfX8+OHTtIJpPs3LmTtWvXTth+NtdOQRCEhUSEmrDiUFWV//zP/+TQoUP8x3/8B5qm8ZOf/IS+vj5e//rXc9ZZZ3HgwAF+9atf4fP5WLNmDT/96U/53e9+x6mnnsrnPvc5vvjFL3LWWWfxmc98hlgsxmte8xrOO+88duzYwVve8pbD7tTOxOmnn87AwMBhd57BcYO88sorKS4uBuCd73wnPp+P008/nc7OzsNczJ5//nnOPvvsWb03Ho+HsrIyNm/ezKZNm1AUhb1797J79256e3sxTXNWxxUEYXbEYjHa29vZuXMnXV1dFBcXc9xxx9HQ0HBU05Q/97nPsXbtWt74xjdy4oknugYiPp+PSy+9lE9+8pP88z//MyeffDI33ngjP/vZzygtLeWqq67ive99r9sa4Cc/+Qnf+973OPXUU6c8T11dHT//+c+58cYbec1rXsNb3vIW1q1bN61QO/PMM3nllVeIx+OHrfv617/OF77wBbf+9sMf/jAHDhzg9NNPp6CgYEIdWzwe55VXXpn1tVMQBGEhUGy5VS4IS4JPfepTHHPMMXz4wx+e9TFeeOEFPvvZz3LPPffMmznI+DqYWCxGcXExZWVlFBYWSi2bICwAyWSSwcFBBgYGiEQiUj86A5dddhkf/OAHueSSS2Z9jNtvv50bbriBP/7xj/M4MkEQhLkhQk0QlggtLS189KMf5Y477pi1yPr0pz/NOeecw9vf/vZ5Hp1DNBqlv7+fgYEBbNumpKSE0tJS8vLyZAIpCHPANE2Gh4fp7+8nFAqRl5dHaWkpJSUlaJqUkx+Jxx57jB/84AfTWvhnwjvf+U4+97nPcfrpp8/jyARBEOaGCDVBWEL87Gc/wzCMaZuyHolnn32Wn//85/z4xz9egJFNJG0Hnm5JoGkapaWllJaWTtunSBCEidi2zcjICAMDAwwNDaHruvs98vl8iz28nOKrX/0qJ5544mEmKJnw17/+lR07dkxwuhQEQVgKiFATBGFOWJbF8PAwAwMDDA8PEwgEKCsro6Sk5LAeToKw0rFtm0gkwsDAAAMDAyiK4oqzQCAgkWlBEATBRYSaIAjzhmEYbm3N6OgohYWFlJaWUlxcLFb/woomHo8zMDBAf38/yWTSTRsuKCgQcSYIgiBMiQg1QRAWhEQi4U5M4/E4hYWFFBUVUVRUNG9GJ4KwVElHzoaHhxkaGiIWi024cSH9ugRBEISZEKEmCMKCE41GGR4eZnh4mNHRUYLBIEVFRRQXF0u6l7BssCyLkZER97NuWRaFhYUUFxdTWFgopiCCIAhCVohQEwThqJJMJhkZGWFoaIiRkRFUVaW4uJiioiIKCgok0iDkFMlk0o2ajYyM4PV6J3ye5SaEIAiCMFtEqAmCsGhYlkUoFHInuqZpuhGIoqIiiUAISw7btonFYgwNDTE8PEw4HCYvL8+NEPv9fhFngiAIwrwgQk0QhCWBbdtEo1F3AhyJRMjLy6OwsJCCggLy8vIk2iYsCslkktHRUfemgmEYFBQUuDcUxN1UEARBWAhEqAmCsCRJJBIMDw8TCoUIhUKYpkl+fj75+fki3IQFZbwwC4VCxGIxAoEABQUFFBQUUFhYKJ89QRAEYcERoSYIwpLHtm3i8bg7cR4v3AoKCsjPzxfhJsyaIwmz9GdM0nAFQRCEo40INUEQco6ZhFtBQQHBYFCEmzAlIswEQRCEXECEmiAIOc90wi0QCBAMBsnLyyMYDOL3+0W8rTAMwyASibg/4XCYRCIhwkwQBEFY8ohQEwRh2ZEWbuMn6JFIBMuyXPGW/gkEAiLelgnjRVk4HCYSiZBIJNB13f17p0W7CDNBEARhqSNCTRCEFYGIt+VFMpk87G85XpSlBZmIMkEQBCFXEaEmCMKKxbZtEomEG31J/5imia7r+P1+fD4ffr/ffazruvTJOkpYlkUsFiMej0/4HYvFME0Tn883QWCLKBMEQRCWEyLUBEEQxmHbNslkckqBEI/HURTFFW+TRZymaSLisiQd6ZxKjCWTSTwez5Tvtd/vR1XVxR6+IAiCICwYItQEQRAyZLKoGC8skskkqqqi6zper3fKH13X0TRtRaRV2raNZVkkk8nDfhKJhPt4OvGb/i3iVxAEQVipiFATBEGYB0zTJB6PTxAhU/0AqKrqCrfxQi4t4lRVnfL3YgkW27YxTRPLsib8Tj+e7rValoWiKFMK1vRjSScVBEEQhKkRoSYIgnCUsG0bwzCmjCwlk0kMwzhMDI2/RHs8niMKOcAVPJN/p88/+bFt2270a7IAS/+ePIbJ550uguj1elFVVUSYIAiCIMwCEWqCIAhLmOmiWVP9Hr/P5N/jxdJUYu5IAjD9ezGjeoIgCIKw0hChJgiCIAiCIAiCsMRY/hXtgiAIgiAIgiAIOYYINUEQBEEQBEEQhCWGCDVBEARBEARBEIQlhgg1QRAEQRAEQRCEJYYINUEQBEEQBEEQhCWGCDVBEARBEARBEIQlhgg1QRAEQRAEQRCEJYYINUEQBEEQBEEQhCXG/w8h6UtFPe+zPAAAAABJRU5ErkJggg=="
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 准确率对比柱状图 \n",
    "plt.figure(figsize=(12, 6))\n",
    "for dataset in ['MNIST', 'CIFAR-10']:\n",
    "    df_subset = results_df[results_df['Dataset'] == dataset]\n",
    "    plt.subplot(1, 2, 1 if dataset == 'MNIST' else 2)\n",
    "    for feature_type in df_subset['Feature Type'].unique():\n",
    "        df_feature = df_subset[df_subset['Feature Type'] == feature_type]\n",
    "        plt.bar(df_feature['Model'], df_feature['Accuracy (%)'], label=feature_type, alpha=0.6)\n",
    "    plt.title(f'{dataset} Accuracy Comparison')\n",
    "    plt.xlabel('Model')\n",
    "    plt.ylabel('Accuracy (%)')\n",
    "    plt.xticks(rotation=45)\n",
    "    plt.legend()\n",
    "plt.tight_layout()\n",
    "plt.savefig('accuracy_comparison.png')\n",
    "plt.show()\n",
    "\n",
    "results_df['Training Time (s)'] = np.log1p(results_df['Training Time (s)'])\n",
    "\n",
    "# 训练时间对比柱状图\n",
    "plt.figure(figsize=(12, 6))\n",
    "for dataset in ['MNIST', 'CIFAR-10']:\n",
    "    df_subset = results_df[results_df['Dataset'] == dataset]\n",
    "    plt.subplot(1, 2, 1 if dataset == 'MNIST' else 2)\n",
    "    for feature_type in df_subset['Feature Type'].unique():\n",
    "        df_feature = df_subset[df_subset['Feature Type'] == feature_type]\n",
    "        # 为每个模型的柱子设置不同的颜色，并添加数据标签\n",
    "        bars = plt.bar(df_feature['Model'], df_feature['Training Time (s)'], label=feature_type, alpha=0.6)\n",
    "        for bar in bars:\n",
    "            height = bar.get_height()\n",
    "            plt.text(bar.get_x() + bar.get_width() / 2, height,\n",
    "                     f'{np.expm1(height):.2f}',  # 转换回原始数值显示\n",
    "                     ha='center', va='bottom')\n",
    "    plt.title(f'{dataset} Training Time Comparison (Log Scale)')\n",
    "    plt.xlabel('Model')\n",
    "    plt.ylabel('Training Time (s) - Log Scale')\n",
    "    plt.xticks(rotation=45)\n",
    "    plt.legend()\n",
    "    plt.yscale('log')  # 设置Y轴为对数尺度\n",
    "plt.tight_layout()\n",
    "plt.savefig('training_time_comparison_log_scale.png')\n",
    "plt.show()\n",
    "\n",
    "# 雷达图\n",
    "def plot_radar_chart(results_df):\n",
    "    models = results_df['Model'].unique()\n",
    "    metrics = ['Accuracy (%)', 'Training Time (s)', 'Inference Time (s)', 'Precision (%)', 'Recall (%)', 'F1-score (%)']\n",
    "    angles = np.linspace(0, 2 * np.pi, len(metrics), endpoint=False).tolist()\n",
    "    angles += angles[:1]  # 闭合角度\n",
    "\n",
    "    # 定义每个指标的最小值和最大值\n",
    "    min_max_values = {\n",
    "        'Accuracy (%)': (80, 100),\n",
    "        'Training Time (s)': (0.01, 10000),\n",
    "        'Inference Time (s)': (0.0001, 100),\n",
    "        'Precision (%)': (0, 1),\n",
    "        'Recall (%)': (0, 1),\n",
    "        'F1-score (%)': (0, 1)\n",
    "    }\n",
    "\n",
    "    normalized_data = []\n",
    "    for model in models:\n",
    "        model_values = []\n",
    "        for metric in metrics:\n",
    "            # 获取该模型在所有数据集上的该指标的平均值\n",
    "            values = []\n",
    "            for dataset in ['MNIST', 'CIFAR-10']:\n",
    "                df = results_df[(results_df['Model'] == model) & (results_df['Dataset'] == dataset)]\n",
    "                values.append(df[metric].values[0])\n",
    "            avg_value = np.mean(values)\n",
    "            # 从提前定义好的字典中获取最小值和最大值，并进行归一化\n",
    "            min_val, max_val = min_max_values[metric]\n",
    "            # 对 Training Time 和 Inference Time 进行对数转换\n",
    "            if metric in ['Training Time (s)', 'Inference Time (s)']:\n",
    "                avg_value = np.log(avg_value + 1)  # 加 1 避免除零\n",
    "            normalized_value = (avg_value - min_val) / (max_val - min_val)\n",
    "            model_values.append(normalized_value)\n",
    "        normalized_data.append(model_values)\n",
    "\n",
    "    fig = plt.figure(figsize=(12, 8))\n",
    "    ax = fig.add_subplot(polar=True)\n",
    "    colors = ['b', 'g', 'r', 'c', 'm', 'y', 'k']  # 定义颜色列表\n",
    "    for i, model in enumerate(models):\n",
    "        model_values = normalized_data[i]\n",
    "        model_values += model_values[:1]  # 闭合雷达图\n",
    "        ax.plot(angles, model_values, 'o-', linewidth=2, label=model, color=colors[i % len(colors)])\n",
    "        ax.fill(angles, model_values, alpha=0.25, color=colors[i % len(colors)])  # 添加填充\n",
    "\n",
    "    ax.set_thetagrids(range(0, 360, int(360/len(metrics))), metrics)\n",
    "    ax.set_title('Model Comparison Radar Chart')  # 修改为英文标题\n",
    "    ax.legend(loc='upper right', bbox_to_anchor=(1.3, 1.1))\n",
    "    plt.show()\n",
    "\n",
    "plot_radar_chart(results_df)"
   ],
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     "end_time": "2025-06-03T14:44:03.700662Z",
     "start_time": "2025-06-03T14:44:01.389792Z"
    }
   },
   "id": "6ff6220edae03a88",
   "execution_count": 13
  },
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   "cell_type": "code",
   "outputs": [],
   "source": [],
   "metadata": {
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   },
   "id": "276563869d62bf19"
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